{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c9068428",
   "metadata": {},
   "source": [
    "# PyTorch教程-1:张量\n",
    "### 王文中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "efbb6e26",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "42f327b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.8.8\n",
      "PyTorch 1.9.0\n"
     ]
    }
   ],
   "source": [
    "!python -V\n",
    "print('PyTorch',torch.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6531413",
   "metadata": {},
   "source": [
    "# 1. 创建张量(Tensor类的对象）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e408cd5",
   "metadata": {},
   "source": [
    "## 使用torch.tensor函数创建\n",
    "\n",
    "函数原型是 \n",
    "```torch.tensor(data, *, dtype=None, device=None, requires_grad=False, pin_memory=False)```\n",
    "其中，data是张量的数据（可以是python 列表，numpy ndarray,或者torch.Tensor），dtype指定数据元素的类型，device指定该张量设备属性(CPU/CUDA)。\n",
    "该函数返回一个torch.Tensor类的对象。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bad5e8e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A: tensor([1., 2., 3.])\n",
      "B: tensor([[1, 2, 3],\n",
      "        [4, 5, 6]])\n",
      "C: tensor(1.)\n",
      "D: tensor([1, 2, 3], dtype=torch.int32)\n",
      "E: tensor([1., 2., 3.])\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-3-71d3ec4b0665>:22: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
      "  E = torch.tensor(A)#从一个Tensor对象创建一个新的张量\n"
     ]
    }
   ],
   "source": [
    "# 使用torch.tensor函数创建张量:\n",
    "\n",
    "#传入参数为python list,可以通过参数dtype指定张量元素的类型\n",
    "\n",
    "#下面代码创建了一个一维张量\n",
    "A = torch.tensor([1,2,3],dtype=torch.float32)\n",
    "\n",
    "print('A:',A)\n",
    "\n",
    "#下面代码创建了一个二维张量，注意传入的列表的元素也是列表\n",
    "B = torch.tensor([[1,2,3],[4,5,6]])\n",
    "print('B:',B)\n",
    "\n",
    "#下面代码创建一个0维张量，注意传入的是一个数，不是列表\n",
    "C = torch.tensor(1.0)\n",
    "print('C:',C)\n",
    "\n",
    "D0 = np.array([1,2,3])\n",
    "D = torch.tensor(D0)#从一个numpy array创建张量\n",
    "print('D:',D)\n",
    "\n",
    "E = torch.tensor(A)#从一个Tensor对象创建一个新的张量\n",
    "print('E:',E)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dc37a6b",
   "metadata": {},
   "source": [
    "### 张量对象之间的赋值与拷贝\n",
    "把一个张量赋值给另一个张量后，两个张量共享同一块内存\n",
    "Tensor.clone()函数可以把一个张量克隆一份，克隆的张量与原始张量不再共享内存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f9486399",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= tensor([[3, 1],\n",
      "        [6, 1]])\n",
      "B= tensor([[3, 1],\n",
      "        [6, 1]])\n",
      "======================\n",
      "A= tensor([[ 3, -5],\n",
      "        [ 6,  1]])\n",
      "B= tensor([[ 3, -5],\n",
      "        [ 6,  1]])\n"
     ]
    }
   ],
   "source": [
    "A = torch.randint(0,10,(2,2))\n",
    "print('A=',A)\n",
    "\n",
    "B = A\n",
    "print('B=',B)\n",
    "\n",
    "print('======================')\n",
    "A[0,1] = -5\n",
    "print('A=',A)\n",
    "print('B=',B)#注意B[0,1]也变成了-5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a6014720",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= tensor([[6, 3],\n",
      "        [9, 0]])\n",
      "B= tensor([[6, 3],\n",
      "        [9, 0]])\n",
      "=======================\n",
      "A= tensor([[ 6, -5],\n",
      "        [ 9,  0]])\n",
      "B= tensor([[6, 3],\n",
      "        [9, 0]])\n"
     ]
    }
   ],
   "source": [
    "#如果不希望A,B之间共享内存，可以调用Tensor.clone函数，把A克隆一份\n",
    "\n",
    "A = torch.randint(0,10,(2,2))\n",
    "B = A.clone()\n",
    "print('A=',A)\n",
    "print('B=',B)\n",
    "print('=======================')\n",
    "A[0,1] = -5\n",
    "print('A=',A)\n",
    "print('B=',B)#B[0,1]的值不变\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a8119d9",
   "metadata": {},
   "source": [
    "### 张量与numpy ndarray之间的转换\n",
    "一个张量可以转换维一个numpy ndarray。\n",
    "一个numpy ndarray也可以转换为一个张量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c516346c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 3)\n",
      "tensor([[1, 2, 3],\n",
      "        [4, 5, 6]], dtype=torch.int32)\n",
      "========================\n",
      "T= tensor([[ 1, -2,  3],\n",
      "        [ 4,  5,  6]], dtype=torch.int32)\n",
      "A= [[ 1 -2  3]\n",
      " [ 4  5  6]]\n",
      "========================\n",
      "A= [[-1 -2  3]\n",
      " [ 4  5  6]]\n",
      "T= tensor([[-1, -2,  3],\n",
      "        [ 4,  5,  6]], dtype=torch.int32)\n"
     ]
    }
   ],
   "source": [
    "A = np.array([[1,2,3],[4,5,6]])\n",
    "print(A.shape)\n",
    "\n",
    "T = torch.from_numpy(A)#从numpy array A构造一个张量\n",
    "print(T)\n",
    "\n",
    "print('========================')\n",
    "#注意：A，T共享内存:\n",
    "T[0,1] = -2\n",
    "print('T=',T)\n",
    "print('A=',A)\n",
    "\n",
    "print('========================')\n",
    "A[0,0] = -1\n",
    "print('A=',A)\n",
    "print('T=',T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b106d529",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 3)\n",
      "T= tensor([[1, 2, 3],\n",
      "        [4, 5, 6]], dtype=torch.int32)\n",
      "========================\n",
      "T= tensor([[ 1, -2,  3],\n",
      "        [ 4,  5,  6]], dtype=torch.int32)\n",
      "A= [[1 2 3]\n",
      " [4 5 6]]\n",
      "========================\n",
      "A= [[-1  2  3]\n",
      " [ 4  5  6]]\n",
      "T= tensor([[ 1, -2,  3],\n",
      "        [ 4,  5,  6]], dtype=torch.int32)\n"
     ]
    }
   ],
   "source": [
    "A = np.array([[1,2,3],[4,5,6]])\n",
    "print(A.shape)\n",
    "\n",
    "T = torch.tensor(A)#从numpy array A构造一个张量\n",
    "print('T=',T)\n",
    "\n",
    "print('========================')\n",
    "#注意：A，T不共享内存:\n",
    "T[0,1] = -2\n",
    "print('T=',T)\n",
    "print('A=',A)\n",
    "\n",
    "print('========================')\n",
    "A[0,0] = -1\n",
    "print('A=',A)\n",
    "print('T=',T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "205fb5c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= [[0 8 2]\n",
      " [4 6 8]]\n",
      "T= tensor([[0, 8, 2],\n",
      "        [4, 6, 8]])\n",
      "========================\n",
      "A= [[-7  8  2]\n",
      " [ 4  6  8]]\n",
      "T= tensor([[-7,  8,  2],\n",
      "        [ 4,  6,  8]])\n"
     ]
    }
   ],
   "source": [
    "T = torch.randint(0,10,(2,3))\n",
    "A = T.numpy()#把一个张量转换为一个numpy array\n",
    "print('A=',A)\n",
    "print('T=',T)\n",
    "\n",
    "print('========================')\n",
    "#注意：A，T共享内存:\n",
    "A[0,0] = -7\n",
    "print('A=',A)\n",
    "print('T=',T)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f0ab1507",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "<class 'numpy.ndarray'>\n",
      "()\n",
      "<class 'int'>\n"
     ]
    }
   ],
   "source": [
    "#0维张量可以通过Tensor.item()函数转换为python的数值\n",
    "\n",
    "T = torch.tensor(1)\n",
    "print(T.dim())\n",
    "\n",
    "a = T.numpy()\n",
    "print(type(a))\n",
    "print(a.shape)\n",
    "\n",
    "b = T.item()\n",
    "print(type(b))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c20bb87",
   "metadata": {},
   "source": [
    "## 创建特殊的张量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "26999559",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A: tensor([[ 0.6645, -0.7935, -0.2686],\n",
      "        [ 0.5714, -1.2080,  0.9786]])\n",
      "B: tensor([[0.8264, 0.3580, 0.9240],\n",
      "        [0.3502, 0.5337, 0.8145]])\n",
      "C: tensor([[6, 1, 6],\n",
      "        [2, 5, 2]])\n",
      "D: tensor([[0., 0., 0.],\n",
      "        [0., 0., 0.]])\n",
      "E: tensor([[1., 0., 0.],\n",
      "        [0., 1., 0.],\n",
      "        [0., 0., 1.]])\n",
      "F: tensor([[[1., 1., 1.],\n",
      "         [1., 1., 1.]],\n",
      "\n",
      "        [[1., 1., 1.],\n",
      "         [1., 1., 1.]]])\n",
      "G: tensor([0, 1, 2, 3, 4, 5])\n",
      "H: tensor([-5, -4, -3, -2, -1,  0,  1,  2,  3,  4,  5])\n"
     ]
    }
   ],
   "source": [
    "#使用torch.random创建随机值的张量\n",
    "\n",
    "#创建一个2行3列的张量，张量元素是满足标准正态分布的随机数\n",
    "A = torch.randn((2,3))#(2,3)是一个表示张量形状的元组(python tuple)\n",
    "print('A:',A)\n",
    "\n",
    "#创建一个2行3列的张量，张量元素满足[0,1)上的均匀分布\n",
    "B = torch.rand((2,3))\n",
    "print('B:',B)\n",
    "\n",
    "#创建一个2行3列的整型张量，张量元素是[0,9]上的均匀分布的随机数\n",
    "C = torch.randint(0,10,(2,3))#注意第一个参数是区间下界，第二个参数是区间上界+1，生成的随机数位于区间[0,9]\n",
    "print('C:',C)\n",
    "\n",
    "#创建一个全0的张量:\n",
    "D = torch.zeros((2,3))\n",
    "print('D:',D)\n",
    "\n",
    "#创建一个单位矩阵：\n",
    "E = torch.eye(3)\n",
    "print('E:',E)#E是一个3*3的单位阵（2维张量）\n",
    "\n",
    "#创建一个全1的张量:\n",
    "F = torch.ones((2,2,3))\n",
    "print('F:',F)\n",
    "\n",
    "#创建一个0....5构成的张量\n",
    "G = torch.arange(6)\n",
    "print('G:',G)\n",
    "\n",
    "#创建一个由-5,....5构成的张量\n",
    "H = torch.arange(-5,6)\n",
    "print('H:',H)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b79aafa0",
   "metadata": {},
   "source": [
    "## 访问张量的元素"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "151e07da",
   "metadata": {},
   "source": [
    "### 张量的形状与维度\n",
    "Tensor.dim()函数返回张量的维度，Tensor.shape表示张量的形状（每一个维度的大小），该形状也可以用函数Tensor.size()获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7cfd889c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T0:  tensor(1)\n",
      "dim= 0\n",
      "size= torch.Size([])\n",
      "============================\n",
      "T1: tensor([1, 2])\n",
      "dim= 1\n",
      "size= torch.Size([2])\n",
      "============================\n",
      "T2: tensor([[1, 2, 3],\n",
      "        [4, 5, 6]])\n",
      "dim= 2\n",
      "size= torch.Size([2, 3])\n",
      "============================\n",
      "T3: tensor([[[1, 2],\n",
      "         [3, 4]],\n",
      "\n",
      "        [[5, 6],\n",
      "         [7, 8]]])\n",
      "dim= 3\n",
      "size= torch.Size([2, 2, 2])\n"
     ]
    }
   ],
   "source": [
    "T0 = torch.tensor(1)\n",
    "T1 = torch.tensor([1,2])\n",
    "T2 = torch.tensor([[1,2,3],[4,5,6]])\n",
    "T3 = torch.tensor([[[1,2],[3,4]],[[5,6],[7,8]]])\n",
    "\n",
    "print('T0: ',T0)\n",
    "print('dim=',T0.dim())\n",
    "print('size=',T0.shape)# print(T0.size())\n",
    "print('============================')\n",
    "print('T1:',T1)\n",
    "print('dim=',T1.dim())\n",
    "print('size=',T1.size())\n",
    "print('============================')\n",
    "print('T2:',T2)\n",
    "print('dim=',T2.dim())\n",
    "print('size=',T2.size())\n",
    "print('============================')\n",
    "print('T3:',T3)\n",
    "print('dim=',T3.dim())\n",
    "print('size=',T3.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8814042f",
   "metadata": {},
   "source": [
    "### 使用下标和切片(slice)访问张量的元素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "83d240e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[1, 2, 3],\n",
      "        [4, 5, 6]])\n",
      "torch.Size([2, 3])\n"
     ]
    }
   ],
   "source": [
    "A = torch.tensor([[1,2,3],[4,5,6]])\n",
    "\n",
    "print(A)\n",
    "print(A.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "56230cd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(2)\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "a01 = A[0,1]#A的第0行第1列元素\n",
    "\n",
    "print(a01)#注意a01也是一个张量(0维张量)\n",
    "\n",
    "print(a01.dim())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8410f408",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1, 2])\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "a0_0_1 = A[0,0:2]#A的第0行第0，1，两个元素\n",
    "\n",
    "print(a0_0_1)#注意a0_0_1是一个一维张量，包含了两个元素\n",
    "print(a0_0_1.dim())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9a3bba65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1, 2, 3])\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "a0_0_2 = A[0,:]#A的第0行所有元素\n",
    "print(a0_0_2)#注意a0_0_2是一个一维张量，包含了3个元素\n",
    "print(a0_0_2.dim())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "de50bc20",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1, 2, 3])\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "a0 = A[0]#A的第0行\n",
    "print(a0)#注意a0是一个一维张量，包含了A的第0行所有元素\n",
    "print(a0.dim())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7e7772fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 1, -1,  3],\n",
      "        [ 4,  5,  6]])\n"
     ]
    }
   ],
   "source": [
    "A[0,1] = -1\n",
    "print(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4e8ee425",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 1, -1,  3],\n",
      "        [ 4,  5,  6]])\n",
      "tensor([[-3, -2, -1],\n",
      "        [ 4,  5,  6]])\n"
     ]
    }
   ],
   "source": [
    "print(A)\n",
    "\n",
    "a = torch.tensor([-3,-2,-1])\n",
    "A[0] = a\n",
    "\n",
    "print(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bdb868fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[ 0.4806,  1.1632, -0.1389, -0.3547],\n",
      "         [-0.9787,  0.6045,  0.1256,  0.6015],\n",
      "         [-1.1625,  1.7595, -0.0613,  0.1798]],\n",
      "\n",
      "        [[ 0.3072,  0.3617, -0.5753,  1.6465],\n",
      "         [-0.9620, -1.3492, -0.8671, -0.7493],\n",
      "         [ 0.8625, -0.9529,  1.7412,  1.8264]]])\n",
      "tensor([[ 0.4806,  1.1632, -0.1389, -0.3547],\n",
      "        [-0.9787,  0.6045,  0.1256,  0.6015],\n",
      "        [-1.1625,  1.7595, -0.0613,  0.1798]])\n",
      "tensor([ 0.4806, -0.9787, -1.1625])\n"
     ]
    }
   ],
   "source": [
    "B = torch.randn((2,3,4))\n",
    "print(B)\n",
    "\n",
    "b = B[0]#b是一个二维张量\n",
    "print(b)\n",
    "\n",
    "b = B[0,:,0]#b是一个一维张量\n",
    "print(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6cedaff4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[1, 2, 3],\n",
      "        [4, 5, 6]])\n",
      "tensor([1, 2, 3])\n",
      "tensor([[-5,  2,  3],\n",
      "        [ 4,  5,  6]])\n",
      "tensor([-5,  2,  3])\n"
     ]
    }
   ],
   "source": [
    "C = torch.tensor([[1,2,3],[4,5,6]])\n",
    "c = C[0]\n",
    "\n",
    "print(C)\n",
    "print(c)\n",
    "\n",
    "c[0] = -5\n",
    "\n",
    "#注意C[0,0]也被更改了\n",
    "print(C)\n",
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a1e77539",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X= [[-0.13346945 -0.8519364   1.185085  ]\n",
      " [ 0.14664127 -0.61508965 -1.7791334 ]]\n",
      "mask= [[ True  True  True]\n",
      " [ True False  True]]\n",
      "X1= [-0.13346945 -0.8519364   1.185085    0.14664127 -1.7791334 ]\n",
      "X2= [-0.13346945 -0.8519364   1.185085    0.14664127 -1.7791334 ]\n",
      "col_mask= [False False  True]\n",
      "X3= [[ 1.185085 ]\n",
      " [-1.7791334]]\n",
      "X4= [ 1.185085  -1.7791334]\n"
     ]
    }
   ],
   "source": [
    "#使用掩膜(mask)访问张量元素\n",
    "X = torch.randn((2,3))\n",
    "mask = torch.randn((2,3))>0\n",
    "X1 = X[mask]\n",
    "X2 = torch.masked_select(X,mask)\n",
    "print('X=',X.numpy())\n",
    "print('mask=',mask.numpy())\n",
    "print('X1=',X1.numpy())\n",
    "print('X2=',X2.numpy())\n",
    "\n",
    "#使用mask选取列\n",
    "col_mask = torch.randn((3))>0\n",
    "print('col_mask=',col_mask.numpy())\n",
    "X3 = X[:,col_mask]\n",
    "X4 = torch.masked_select(X,col_mask)\n",
    "print('X3=',X3.numpy())\n",
    "print('X4=',X4.numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fa05705",
   "metadata": {},
   "source": [
    "## 2.操作Tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "00aeb52d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T\n",
      "abs\n",
      "absolute\n",
      "acos\n",
      "acosh\n",
      "add\n",
      "addbmm\n",
      "addcdiv\n",
      "addcmul\n",
      "addmm\n",
      "addmv\n",
      "addr\n",
      "align_as\n",
      "align_to\n",
      "all\n",
      "allclose\n",
      "amax\n",
      "amin\n",
      "angle\n",
      "any\n",
      "arccos\n",
      "arccosh\n",
      "arcsin\n",
      "arcsinh\n",
      "arctan\n",
      "arctanh\n",
      "argmax\n",
      "argmin\n",
      "argsort\n",
      "as_strided\n",
      "as_subclass\n",
      "asin\n",
      "asinh\n",
      "atan\n",
      "atan2\n",
      "atanh\n",
      "backward\n",
      "baddbmm\n",
      "bernoulli\n",
      "bfloat16\n",
      "bincount\n",
      "bitwise_and\n",
      "bitwise_not\n",
      "bitwise_or\n",
      "bitwise_xor\n",
      "bmm\n",
      "bool\n",
      "broadcast_to\n",
      "byte\n",
      "cdouble\n",
      "ceil\n",
      "cfloat\n",
      "char\n",
      "cholesky\n",
      "cholesky_inverse\n",
      "cholesky_solve\n",
      "chunk\n",
      "clamp\n",
      "clamp_max\n",
      "clamp_min\n",
      "clip\n",
      "clone\n",
      "coalesce\n",
      "col_indices\n",
      "conj\n",
      "contiguous\n",
      "copysign\n",
      "cos\n",
      "cosh\n",
      "count_nonzero\n",
      "cpu\n",
      "cross\n",
      "crow_indices\n",
      "cuda\n",
      "cummax\n",
      "cummin\n",
      "cumprod\n",
      "cumsum\n",
      "data\n",
      "data_ptr\n",
      "deg2rad\n",
      "dense_dim\n",
      "dequantize\n",
      "det\n",
      "detach\n",
      "device\n",
      "diag\n",
      "diag_embed\n",
      "diagflat\n",
      "diagonal\n",
      "diff\n",
      "digamma\n",
      "dim\n",
      "dist\n",
      "div\n",
      "divide\n",
      "dot\n",
      "double\n",
      "dsplit\n",
      "dtype\n",
      "eig\n",
      "element_size\n",
      "eq\n",
      "equal\n",
      "erf\n",
      "erfc\n",
      "erfinv\n",
      "exp\n",
      "exp2\n",
      "expand\n",
      "expand_as\n",
      "expm1\n",
      "fix\n",
      "flatten\n",
      "flip\n",
      "fliplr\n",
      "flipud\n",
      "float\n",
      "float_power\n",
      "floor\n",
      "floor_divide\n",
      "fmax\n",
      "fmin\n",
      "fmod\n",
      "frac\n",
      "frexp\n",
      "gather\n",
      "gcd\n",
      "ge\n",
      "geqrf\n",
      "ger\n",
      "get_device\n",
      "grad\n",
      "grad_fn\n",
      "greater\n",
      "greater_equal\n",
      "gt\n",
      "half\n",
      "hardshrink\n",
      "has_names\n",
      "heaviside\n",
      "histc\n",
      "hsplit\n",
      "hypot\n",
      "i0\n",
      "igamma\n",
      "igammac\n",
      "imag\n",
      "index_add\n",
      "index_copy\n",
      "index_fill\n",
      "index_put\n",
      "index_select\n",
      "indices\n",
      "inner\n",
      "int\n",
      "int_repr\n",
      "inverse\n",
      "is_coalesced\n",
      "is_complex\n",
      "is_contiguous\n",
      "is_cuda\n",
      "is_distributed\n",
      "is_floating_point\n",
      "is_leaf\n",
      "is_meta\n",
      "is_mkldnn\n",
      "is_mlc\n",
      "is_nonzero\n",
      "is_pinned\n",
      "is_quantized\n",
      "is_same_size\n",
      "is_set_to\n",
      "is_shared\n",
      "is_signed\n",
      "is_sparse\n",
      "is_sparse_csr\n",
      "is_vulkan\n",
      "is_xpu\n",
      "isclose\n",
      "isfinite\n",
      "isinf\n",
      "isnan\n",
      "isneginf\n",
      "isposinf\n",
      "isreal\n",
      "istft\n",
      "item\n",
      "kron\n",
      "kthvalue\n",
      "layout\n",
      "lcm\n",
      "ldexp\n",
      "le\n",
      "lerp\n",
      "less\n",
      "less_equal\n",
      "lgamma\n",
      "log\n",
      "log10\n",
      "log1p\n",
      "log2\n",
      "log_softmax\n",
      "logaddexp\n",
      "logaddexp2\n",
      "logcumsumexp\n",
      "logdet\n",
      "logical_and\n",
      "logical_not\n",
      "logical_or\n",
      "logical_xor\n",
      "logit\n",
      "logsumexp\n",
      "long\n",
      "lstsq\n",
      "lt\n",
      "lu\n",
      "lu_solve\n",
      "masked_fill\n",
      "masked_scatter\n",
      "masked_select\n",
      "matmul\n",
      "matrix_exp\n",
      "matrix_power\n",
      "max\n",
      "maximum\n",
      "mean\n",
      "median\n",
      "min\n",
      "minimum\n",
      "mm\n",
      "mode\n",
      "moveaxis\n",
      "movedim\n",
      "msort\n",
      "mul\n",
      "multinomial\n",
      "multiply\n",
      "mv\n",
      "mvlgamma\n",
      "name\n",
      "names\n",
      "nan_to_num\n",
      "nanmedian\n",
      "nanquantile\n",
      "nansum\n",
      "narrow\n",
      "narrow_copy\n",
      "ndim\n",
      "ndimension\n",
      "ne\n",
      "neg\n",
      "negative\n",
      "nelement\n",
      "new\n",
      "new_empty\n",
      "new_empty_strided\n",
      "new_full\n",
      "new_ones\n",
      "new_tensor\n",
      "new_zeros\n",
      "nextafter\n",
      "nonzero\n",
      "norm\n",
      "not_equal\n",
      "numel\n",
      "numpy\n",
      "orgqr\n",
      "ormqr\n",
      "outer\n",
      "output_nr\n",
      "permute\n",
      "pin_memory\n",
      "pinverse\n",
      "polygamma\n",
      "positive\n",
      "pow\n",
      "prelu\n",
      "prod\n",
      "put\n",
      "q_per_channel_axis\n",
      "q_per_channel_scales\n",
      "q_per_channel_zero_points\n",
      "q_scale\n",
      "q_zero_point\n",
      "qr\n",
      "qscheme\n",
      "quantile\n",
      "rad2deg\n",
      "ravel\n",
      "real\n",
      "reciprocal\n",
      "record_stream\n",
      "refine_names\n",
      "register_hook\n",
      "reinforce\n",
      "relu\n",
      "remainder\n",
      "rename\n",
      "renorm\n",
      "repeat\n",
      "repeat_interleave\n",
      "requires_grad\n",
      "reshape\n",
      "reshape_as\n",
      "resize\n",
      "resize_as\n",
      "retain_grad\n",
      "roll\n",
      "rot90\n",
      "round\n",
      "rsqrt\n",
      "scatter\n",
      "scatter_add\n",
      "select\n",
      "sgn\n",
      "shape\n",
      "short\n",
      "sigmoid\n",
      "sign\n",
      "signbit\n",
      "sin\n",
      "sinc\n",
      "sinh\n",
      "size\n",
      "slogdet\n",
      "smm\n",
      "softmax\n",
      "solve\n",
      "sort\n",
      "sparse_dim\n",
      "sparse_mask\n",
      "split\n",
      "split_with_sizes\n",
      "sqrt\n",
      "square\n",
      "squeeze\n",
      "sspaddmm\n",
      "std\n",
      "stft\n",
      "storage\n",
      "storage_offset\n",
      "storage_type\n",
      "stride\n",
      "sub\n",
      "subtract\n",
      "sum\n",
      "sum_to_size\n",
      "svd\n",
      "swapaxes\n",
      "swapdims\n",
      "symeig\n",
      "t\n",
      "take\n",
      "take_along_dim\n",
      "tan\n",
      "tanh\n",
      "tensor_split\n",
      "tile\n",
      "to\n",
      "to_dense\n",
      "to_mkldnn\n",
      "to_sparse\n",
      "tolist\n",
      "topk\n",
      "trace\n",
      "transpose\n",
      "triangular_solve\n",
      "tril\n",
      "triu\n",
      "true_divide\n",
      "trunc\n",
      "type\n",
      "type_as\n",
      "unbind\n",
      "unflatten\n",
      "unfold\n",
      "unique\n",
      "unique_consecutive\n",
      "unsafe_chunk\n",
      "unsafe_split\n",
      "unsafe_split_with_sizes\n",
      "unsqueeze\n",
      "values\n",
      "var\n",
      "vdot\n",
      "view\n",
      "view_as\n",
      "volatile\n",
      "vsplit\n",
      "where\n",
      "xlogy\n",
      "xpu\n"
     ]
    }
   ],
   "source": [
    "#torch.Tensor类提供了大量成员函数，用于操作Tensor对象\n",
    "Tensor_ops = [v for v in dir(torch.Tensor) if not v.startswith('_') and not v.endswith('_')]\n",
    "for op in Tensor_ops:\n",
    "    print(op)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46070379",
   "metadata": {},
   "source": [
    "### 视图\n",
    "Tensor.view()函数返回Tensor对象的另一个视图，新视图与原始张量共享存储。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f3efc90e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T= tensor([[1, 2, 3],\n",
      "        [4, 5, 6]])\n",
      "V= tensor([[1, 2],\n",
      "        [3, 4],\n",
      "        [5, 6]])\n",
      "=====================\n",
      "T= tensor([[ 1,  2, -3],\n",
      "        [ 4,  5,  6]])\n",
      "V= tensor([[ 1,  2],\n",
      "        [-3,  4],\n",
      "        [ 5,  6]])\n"
     ]
    }
   ],
   "source": [
    "T = torch.tensor([[1,2,3],[4,5,6]])\n",
    "V = T.view((3,2))\n",
    "\n",
    "print('T=',T)\n",
    "print('V=',V)\n",
    "\n",
    "print('=====================')\n",
    "T[0,2] = -3\n",
    "print('T=',T)\n",
    "print('V=',V)#注意V[1,0]发生了变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c1019aa0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1\n",
      " 2\n",
      " -3\n",
      " 4\n",
      " 5\n",
      " 6\n",
      "[torch.LongStorage of size 6]\n",
      " 1\n",
      " 2\n",
      " -3\n",
      " 4\n",
      " 5\n",
      " 6\n",
      "[torch.LongStorage of size 6]\n"
     ]
    }
   ],
   "source": [
    "#可以通过Tensor.storage函数查看这两个张量对应的内存内容:\n",
    "#两者的内容是一样的\n",
    "print(T.storage())\n",
    "print(V.storage())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "44a8e2e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "V= tensor([ 1,  2, -3,  4,  5,  6])\n",
      "torch.Size([6])\n"
     ]
    }
   ],
   "source": [
    "V = T.view((-1,))#得到T的一个一维张量视图\n",
    "print('V=',V)\n",
    "print(V.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d127d701",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T= tensor([[[0, 9, 5],\n",
      "         [9, 4, 8]],\n",
      "\n",
      "        [[2, 3, 9],\n",
      "         [1, 7, 7]]])\n",
      "V1= tensor([[0, 9, 5, 9, 4, 8],\n",
      "        [2, 3, 9, 1, 7, 7]])\n",
      "V2= tensor([[0, 9, 5],\n",
      "        [9, 4, 8],\n",
      "        [2, 3, 9],\n",
      "        [1, 7, 7]])\n",
      "V3= tensor([[0, 9, 5, 9],\n",
      "        [4, 8, 2, 3],\n",
      "        [9, 1, 7, 7]])\n",
      "V4= tensor([[0, 9, 5, 9, 4, 8, 2, 3, 9, 1, 7, 7]])\n",
      "V5= tensor([0, 9, 5, 9, 4, 8, 2, 3, 9, 1, 7, 7])\n"
     ]
    }
   ],
   "source": [
    "T = torch.randint(0,10,(2,2,3))\n",
    "V1 = T.view((2,6))\n",
    "V2 = T.view(4,3)\n",
    "V3 = T.view(3,4)\n",
    "V4 = T.view(1,12)\n",
    "V5 = T.view(12)#T.view(-1)\n",
    "\n",
    "print('T=',T)\n",
    "print('V1=',V1)\n",
    "print('V2=',V2)\n",
    "print('V3=',V3)\n",
    "print('V4=',V4)\n",
    "print('V5=',V5)\n",
    "#注意V4,V5的区别"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4358eb52",
   "metadata": {},
   "source": [
    "### 改变张量的形状\n",
    "\n",
    "Tensor.reshape()\n",
    "\n",
    "Tensor.squeeze()\n",
    "\n",
    "Tensor.unsqueeze()\n",
    "\n",
    "Tensor.permute()\n",
    "\n",
    "Tensor.transpose()\n",
    "\n",
    "Tensor.t()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d97d4110",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T= tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])\n",
      "V1= tensor([[ 0,  1,  2,  3,  4,  5],\n",
      "        [ 6,  7,  8,  9, 10, 11]])\n",
      "V2= tensor([[ 0,  1,  2,  3],\n",
      "        [ 4,  5,  6,  7],\n",
      "        [ 8,  9, 10, 11]])\n"
     ]
    }
   ],
   "source": [
    "T = torch.arange(0,12)\n",
    "\n",
    "V1 = T.reshape((2,6))#也可以用torch.reshape(T,(2,6))\n",
    "V2 = T.reshape((3,4))\n",
    "V3 = T.reshape((4,3))\n",
    "V4 = T.reshape((12,1))\n",
    "\n",
    "print('T=',T)\n",
    "print('V1=',V1)\n",
    "print('V2=',V2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "74f363ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0],\n",
      "        [ 1],\n",
      "        [ 2],\n",
      "        [ 3],\n",
      "        [ 4],\n",
      "        [-5],\n",
      "        [ 6],\n",
      "        [ 7],\n",
      "        [ 8],\n",
      "        [ 9],\n",
      "        [10],\n",
      "        [11]])\n"
     ]
    }
   ],
   "source": [
    "T[5] = -5\n",
    "\n",
    "print(V4)#注意V4[5,0]变成了-5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a70e76e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3])\n",
      "torch.Size([3])\n",
      "tensor([-1,  2,  3])\n",
      "torch.Size([1, 3, 1])\n",
      "torch.Size([3])\n"
     ]
    }
   ],
   "source": [
    "#如果一个张量某个维度的长度为1，可以调用squeeze函数压缩这个维度，变成一个低一个维度的张量\n",
    "\n",
    "A = torch.tensor([[1,2,3]])\n",
    "print(A.shape)\n",
    "\n",
    "#A的第一个维度长度为1，调用squeeze可以压缩这个维度:\n",
    "\n",
    "B = A.squeeze()\n",
    "print(B.shape)#B的维度为1\n",
    "\n",
    "A[0,0] = -1\n",
    "print(B)#A,B共享内存\n",
    "\n",
    "\n",
    "A = torch.tensor([[[1],[2],[3]]])\n",
    "print(A.shape)\n",
    "\n",
    "#A的第一，第三维的长度都是1，可以调用squeeze把这两个维度都压缩掉\n",
    "\n",
    "B = A.squeeze().squeeze()\n",
    "print(B.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b8e2ecf2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3])\n",
      "torch.Size([1, 3])\n",
      "torch.Size([3, 1])\n",
      "torch.Size([1, 3, 1])\n"
     ]
    }
   ],
   "source": [
    "#有时候需要把一个张量升维，这可以通过调用unsqueeze函数，插入一个长度为1的维度:\n",
    "A = torch.tensor([1,2,3])\n",
    "print(A.shape)\n",
    "\n",
    "B = A.unsqueeze(dim = 0)#指定第0维为新插入的维度\n",
    "print(B.shape)\n",
    "\n",
    "C = A.unsqueeze(dim = 1)#指定第一维作为新插入的维度\n",
    "print(C.shape)\n",
    "\n",
    "D = A.unsqueeze(dim = 1).unsqueeze(dim = 0)\n",
    "print(D.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d7682daa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 3, 4])\n",
      "A= tensor([[[ 0,  1,  2,  3],\n",
      "         [ 4,  5,  6,  7],\n",
      "         [ 8,  9, 10, 11]],\n",
      "\n",
      "        [[12, 13, 14, 15],\n",
      "         [16, 17, 18, 19],\n",
      "         [20, 21, 22, 23]]])\n",
      "torch.Size([4, 3, 2])\n",
      "B= tensor([[[ 0, 12],\n",
      "         [ 4, 16],\n",
      "         [ 8, 20]],\n",
      "\n",
      "        [[ 1, 13],\n",
      "         [ 5, 17],\n",
      "         [ 9, 21]],\n",
      "\n",
      "        [[ 2, 14],\n",
      "         [ 6, 18],\n",
      "         [10, 22]],\n",
      "\n",
      "        [[ 3, 15],\n",
      "         [ 7, 19],\n",
      "         [11, 23]]])\n",
      "B= tensor([[[ 0, 12],\n",
      "         [ 4, 16],\n",
      "         [ 8, 20]],\n",
      "\n",
      "        [[-5, 13],\n",
      "         [ 5, 17],\n",
      "         [ 9, 21]],\n",
      "\n",
      "        [[ 2, 14],\n",
      "         [ 6, 18],\n",
      "         [10, 22]],\n",
      "\n",
      "        [[ 3, 15],\n",
      "         [ 7, 19],\n",
      "         [11, 23]]])\n"
     ]
    }
   ],
   "source": [
    "#张量维度的重排permute\n",
    "A = torch.arange(24).reshape((2,3,4))\n",
    "print(A.shape)\n",
    "\n",
    "print('A=',A)\n",
    "\n",
    "B = A.permute((2,1,0))#把原来的维度2变为新的维度0，原来的维度0变为新的维度2\n",
    "print(B.shape)\n",
    "print('B=',B)\n",
    "\n",
    "\n",
    "A[0,0,1] = -5\n",
    "print('B=',B)#注意B[1,0,0]的值变为-5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "7a91edad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= tensor([[ 0,  1,  2],\n",
      "        [ 3,  4,  5],\n",
      "        [ 6,  7,  8],\n",
      "        [ 9, 10, 11],\n",
      "        [12, 13, 14],\n",
      "        [15, 16, 17],\n",
      "        [18, 19, 20],\n",
      "        [21, 22, 23]])\n",
      "B= tensor([[ 0,  3,  6,  9, 12, 15, 18, 21],\n",
      "        [ 1,  4,  7, 10, 13, 16, 19, 22],\n",
      "        [ 2,  5,  8, 11, 14, 17, 20, 23]])\n",
      "A1= tensor([[[ 0,  1,  2,  3],\n",
      "         [ 4,  5,  6,  7],\n",
      "         [ 8,  9, 10, 11]],\n",
      "\n",
      "        [[12, 13, 14, 15],\n",
      "         [16, 17, 18, 19],\n",
      "         [20, 21, 22, 23]]])\n",
      "B1= tensor([[[ 0,  1,  2,  3],\n",
      "         [12, 13, 14, 15]],\n",
      "\n",
      "        [[ 4,  5,  6,  7],\n",
      "         [16, 17, 18, 19]],\n",
      "\n",
      "        [[ 8,  9, 10, 11],\n",
      "         [20, 21, 22, 23]]])\n"
     ]
    }
   ],
   "source": [
    "#矩阵的转置：交换两个维度\n",
    "A = torch.arange(24).reshape((8,3))\n",
    "print('A=',A)\n",
    "B = A.transpose(1,0)#交换0,1两个维度\n",
    "print('B=',B)\n",
    "\n",
    "\n",
    "A1 = A.reshape(2,3,4)\n",
    "print('A1=',A1)\n",
    "B1 = A1.transpose(0,1)\n",
    "print('B1=',B1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1ccfdb66",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 4])\n",
      "torch.Size([4, 3])\n",
      "A= tensor([[3, 6, 5, 7],\n",
      "        [7, 7, 0, 8],\n",
      "        [2, 5, 6, 0]])\n",
      "B= tensor([[3, 7, 2],\n",
      "        [6, 7, 5],\n",
      "        [5, 0, 6],\n",
      "        [7, 8, 0]])\n",
      "C= tensor([[3, 7, 2],\n",
      "        [6, 7, 5],\n",
      "        [5, 0, 6],\n",
      "        [7, 8, 0]])\n"
     ]
    }
   ],
   "source": [
    "#二维张量（矩阵）的转置可以使用Tensor.t()函数实现\n",
    "A = torch.randint(9,(3,4))\n",
    "B = A.t()\n",
    "C = A.T\n",
    "print(A.shape)\n",
    "print(B.shape)\n",
    "\n",
    "print('A=',A)\n",
    "print('B=',B)\n",
    "print('C=',C)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66a5206c",
   "metadata": {},
   "source": [
    "### 张量上的运算符\n",
    "\n",
    "+,-,*,/,@"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "25c29e6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= [1. 2. 3.]\n",
      "B= [-1.  1. -1.]\n",
      "A+B= [0. 3. 2.]\n",
      "A-B= [2. 1. 4.]\n",
      "A*B= [-1.  2. -3.]\n",
      "A/B= [-1.  2. -3.]\n"
     ]
    }
   ],
   "source": [
    "# +， -， *， /是逐元素运算(Element-wise)，要求参与运算的两个张量维度匹配\n",
    "A = torch.tensor([1,2,3],dtype = torch.float32)\n",
    "B = torch.tensor([-1,1,-1],dtype = torch.float32)\n",
    "\n",
    "print('A=',A.numpy())\n",
    "print('B=',B.numpy())\n",
    "\n",
    "C = A + B\n",
    "print('A+B=',C.numpy())\n",
    "\n",
    "D = A - B\n",
    "print('A-B=',D.numpy())\n",
    "\n",
    "E = A*B\n",
    "print('A*B=',E.numpy())\n",
    "\n",
    "F = A/B\n",
    "print('A/B=',F.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "03f3411d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B= [-2. -4. -6.]\n",
      "A/a= [-0.5 -1.  -1.5]\n",
      "a/A= [-2.        -1.        -0.6666667]\n"
     ]
    }
   ],
   "source": [
    "#也可以用一个常数与张量进行运算\n",
    "a = -2\n",
    "\n",
    "A = torch.tensor([1,2,3],dtype = torch.float32)\n",
    "\n",
    "B = a*A\n",
    "print('B=',B.numpy())\n",
    "\n",
    "C = A/a\n",
    "print('A/a=',C.numpy())\n",
    "\n",
    "D = a/A\n",
    "print('a/A=',D.numpy())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e1458e36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 3])\n",
      "torch.Size([3, 4])\n",
      "torch.Size([2, 4])\n"
     ]
    }
   ],
   "source": [
    "# @表示矩阵运算\n",
    "A = torch.randn((2,3))\n",
    "B = torch.randn((3,4))\n",
    "C = A@B\n",
    "print(A.shape)\n",
    "print(B.shape)\n",
    "print(C.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f2360ca8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= [[ 1 -1]\n",
      " [ 2  3]\n",
      " [ 4  5]]\n",
      "B= [[ 1  1]\n",
      " [ 4  9]\n",
      " [16 25]]\n"
     ]
    }
   ],
   "source": [
    "# **表示幂运算,按照element-wise方式对张量的每一个元素进行幂运算\n",
    "\n",
    "A = torch.tensor([[1,-1],[2,3],[4,5]])\n",
    "B = A**2\n",
    "\n",
    "print('A=',A.numpy())\n",
    "print('B=',B.numpy())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c3a3cd39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[-21.1059],\n",
      "        [ -5.0227],\n",
      "        [  9.4063],\n",
      "        [ -4.1139],\n",
      "        [ 59.9758],\n",
      "        [ 17.0076],\n",
      "        [ 23.0241],\n",
      "        [-13.8266],\n",
      "        [ 22.9905],\n",
      "        [  9.4470]])\n"
     ]
    }
   ],
   "source": [
    "#使用上述运算，进行复合可以得到复杂的算术表达式：\n",
    "\n",
    "W = torch.randn((10,784))\n",
    "b = torch.randn((10,1))\n",
    "\n",
    "x = torch.randn((28,28)).reshape((784,1))\n",
    "y = W@x + b\n",
    "\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86058205",
   "metadata": {},
   "source": [
    "### Broadcasting\n",
    "\n",
    "当两个张量的维度不匹配时，如果满足一定条件，可以通过broadcasting机制进行运算.\n",
    "\n",
    "以A+B为例，Broadcasting的过程如下：\n",
    "从A,B的最后一个维度开始匹配长度，如果该维度长度一致，则匹配前一个维度。如果某个维度的长度不一致，并且两者长度都>1，那么维度不匹配，无法进行运算，如果有一个长度维1，那么就对该维度进行扩展（广播）,扩展后的两个维度长度一致。依次类推直到第一个维度。如果两个张量维度不同，则在第0维进行升维并做广播。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "69daae53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x= tensor([1, 2, 3])\n",
      "y= tensor([[-1],\n",
      "        [ 0],\n",
      "        [ 1]])\n",
      "z= tensor([[-1, -2, -3],\n",
      "        [ 0,  0,  0],\n",
      "        [ 1,  2,  3]])\n",
      "u= tensor([1, 2, 3])\n",
      "v= tensor([[-1],\n",
      "        [ 0],\n",
      "        [ 1]])\n",
      "w= tensor([[-1, -2, -3],\n",
      "        [ 0,  0,  0],\n",
      "        [ 1,  2,  3]])\n"
     ]
    }
   ],
   "source": [
    "x = torch.tensor([1,2,3])\n",
    "y = torch.tensor([[-1],[0],[1]])\n",
    "z = torch.ones((2,3,3),dtype = torch.int64)\n",
    "\n",
    "u = x * y\n",
    "v = x * z\n",
    "w = y * z\n",
    "\n",
    "print('x=',x)\n",
    "print('y=',y)\n",
    "print('z=',u)\n",
    "print('u=',x)\n",
    "print('v=',y)\n",
    "print('w=',u)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f828933c",
   "metadata": {},
   "source": [
    "### 其它张量操作\n",
    "cat,split,sum,mean,min,max,minimum,maximum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "37cb5c54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A= tensor([[-0.5826,  0.7061]])\n",
      "B= tensor([[-0.5826,  0.7061, -0.5826,  0.7061, -0.5826,  0.7061]])\n",
      "S= (tensor([[[ 0],\n",
      "         [ 3],\n",
      "         [ 6]],\n",
      "\n",
      "        [[ 9],\n",
      "         [12],\n",
      "         [15]]]), tensor([[[ 1],\n",
      "         [ 4],\n",
      "         [ 7]],\n",
      "\n",
      "        [[10],\n",
      "         [13],\n",
      "         [16]]]), tensor([[[ 2],\n",
      "         [ 5],\n",
      "         [ 8]],\n",
      "\n",
      "        [[11],\n",
      "         [14],\n",
      "         [17]]]))\n",
      "A= tensor([[[ 1.,  2.,  3.],\n",
      "         [ 2.,  3.,  4.],\n",
      "         [ 3.,  4.,  5.]],\n",
      "\n",
      "        [[-1., -2., -3.],\n",
      "         [ 0.,  1.,  0.],\n",
      "         [ 1.,  0.,  1.]]])\n",
      "A0= tensor([[0., 0., 0.],\n",
      "        [2., 4., 4.],\n",
      "        [4., 4., 6.]])\n",
      "True\n",
      "torch.Size([2, 1, 3])\n",
      "A1= tensor([[[ 6.,  9., 12.]],\n",
      "\n",
      "        [[ 0., -1., -2.]]])\n",
      "M0= tensor([[0., 0., 0.],\n",
      "        [1., 2., 2.],\n",
      "        [2., 2., 3.]])\n",
      "M1= tensor([[[ 2.0000,  3.0000,  4.0000]],\n",
      "\n",
      "        [[ 0.0000, -0.3333, -0.6667]]])\n",
      "X0= tensor([[3., 4., 5.],\n",
      "        [1., 1., 1.]])\n",
      "I0= tensor([[2, 2, 2],\n",
      "        [2, 1, 2]])\n",
      "B= tensor([[[-1, -4,  1],\n",
      "         [ 4, -4,  3],\n",
      "         [ 3, -2,  2]],\n",
      "\n",
      "        [[-4, -1, -1],\n",
      "         [-2,  2, -5],\n",
      "         [-4, -3, -4]]])\n",
      "Y0= tensor([[[ 1.,  2.,  3.],\n",
      "         [ 4.,  3.,  4.],\n",
      "         [ 3.,  4.,  5.]],\n",
      "\n",
      "        [[-1., -1., -1.],\n",
      "         [ 0.,  2.,  0.],\n",
      "         [ 1.,  0.,  1.]]])\n"
     ]
    }
   ],
   "source": [
    "#torch.cat\n",
    "A = torch.randn((1,2))\n",
    "B = torch.cat((A,A,A),1)\n",
    "print('A=',A)\n",
    "print('B=',B)\n",
    "\n",
    "#torch.split\n",
    "A = torch.arange(18).reshape(2,3,3)\n",
    "S = torch.split(A,1,dim=2)\n",
    "\n",
    "print('S=',S)\n",
    "\n",
    "#Tensor.sum, torch.sum\n",
    "A = torch.tensor([[[1,2,3],[2,3,4],[3,4,5]],[[-1,-2,-3],[0,1,0],[1,0,1]]],dtype = torch.float32)\n",
    "print('A=',A)\n",
    "\n",
    "A0 = A.sum(dim = 0)\n",
    "print('A0=',A0)\n",
    "\n",
    "A1 = torch.sum(A,dim = 1,keepdims = True)\n",
    "print(A1.dim()==A.dim())\n",
    "print(A1.shape)\n",
    "print('A1=',A1)\n",
    "\n",
    "#计算张量的均值\n",
    "M0 = A.mean(dim = 0)\n",
    "print('M0=',M0)\n",
    "M1 = A.mean(dim = 1,keepdims = True)\n",
    "print('M1=',M1)\n",
    "\n",
    "#计算张量的极大值、极小值\n",
    "X0,I0 = A.max(dim = 1,keepdims = False)\n",
    "print('X0=',X0)\n",
    "print('I0=',I0)\n",
    "\n",
    "#比较两个张量的最大值\n",
    "B = torch.randint(-5,5,(2,3,3))\n",
    "print('B=',B)\n",
    "Y0 = torch.maximum(A,B)\n",
    "print('Y0=',Y0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ba3e69ac",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "14db91f4",
   "metadata": {},
   "source": [
    "### 应用示例1\n",
    "\n",
    "利用Tensor的操作，实现对一幅彩色图像的灰度化。\n",
    "灰度化公式为：Gray = 0.2126*r + 0.7152*g + 0.0722*b,r,g,b是像素的三个颜色通道的亮度值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "af6dff78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([605, 910, 3])\n",
      "tensor([6., 6., 8.])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#首先读入一幅图像，并转换为Tensor对象\n",
    "from PIL import Image\n",
    "\n",
    "img = np.asarray(Image.open('balloons.jpg'))\n",
    "img_tensor = torch.tensor(img).to(dtype = torch.float32)\n",
    "print(img_tensor.size())\n",
    "print(img_tensor[0,0,:])#左上角(0,0)处的颜色值\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "33aaabad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1.2756, 4.2912, 0.5776])\n",
      "torch.Size([605, 910])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#构造像素权值张量\n",
    "weights = torch.tensor([0.2126,0.7152,0.0722])\n",
    "\n",
    "#利用广播对原图张量的像素加权：\n",
    "weighted_img = img_tensor * weights#Broadcasting\n",
    "\n",
    "print(weighted_img[0,0,:])\n",
    "\n",
    "#在第三个维度上求和\n",
    "tensor_gray = weighted_img.sum(dim = 2)#也可以用torch.sum\n",
    "print(tensor_gray.shape)#二维张量\n",
    "\n",
    "#转换为numpy array，用于显示\n",
    "gray = tensor_gray.numpy()\n",
    "\n",
    "plt.imshow(gray,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "04947dbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x3240 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#另一种做法：\n",
    "img_tensor_1 = img_tensor.permute((2,0,1))#把原图张量转换为C*H*W的张量，第一个维度是通道\n",
    "\n",
    "#获得r,g,b三个通道\n",
    "r,g,b = img_tensor_1[0],img_tensor_1[1],img_tensor_1[2]\n",
    "\n",
    "plt.figure(figsize=(10,45))\n",
    "plt.subplot(1,3,1),plt.imshow(r,cmap='gray')\n",
    "plt.subplot(1,3,2),plt.imshow(g,cmap='gray')\n",
    "plt.subplot(1,3,3),plt.imshow(b,cmap='gray')\n",
    "plt.show()\n",
    "\n",
    "#计算灰度图\n",
    "gray = r*weights[0] + g*weights[1] + b*weights[2]\n",
    "plt.figure()\n",
    "plt.imshow(gray,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e772aed2",
   "metadata": {},
   "source": [
    "### 应用示例2\n",
    "\n",
    "图像标准化。对每个像素的三个颜色值分别减去一个固定的均值，然后除以标准差。采用以下均值与标准差：\n",
    "[0.485, 0.456, 0.406]、[0.229, 0.224, 0.225]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "51df263d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "batch: torch.Size([4, 3, 480, 640])\n",
      "mean: torch.Size([3])\n",
      "std: torch.Size([3])\n",
      "torch.Size([3, 1, 1])\n",
      "torch.Size([4, 3, 480, 640])\n",
      "torch.Size([1, 3, 480, 640])\n"
     ]
    },
    {
     "data": {
      "image/png": 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iJTuiIAmwswPveO/necvfnY+xo2BCsQvDCPJxB3bOOWeVl+Psxyxz5rjOqz5QMmgmZAlkLehOQ3taeJNZGwrn+wkLQYo8FnvVpM5mzcsbVv9kDq3ZkC/FGXp2HWwhMoja5RX1Hf9Vao6SnxABOzJ4y2fheVWJgtsTYTKC6hBrOHOmMLEM3CIRelCWO2DryhwROPALrfwGxBdp3MjIE+9/F+kuUrnlLHZzUE/4lb2OsKhaPdjRgT0pXEE5CaxEsURYLHWqhDSInFYJEZaAGsJ3tI7OtRrDFgvnduHkWVh3MzRugXU90biDaQjmgUSoNNlGSLZCez1Mb4QfbYTvjcMVFfihEQrYkZc20uptYBtBtlfc8WaQ2uSb3NrnoFQQQ0rtGAY1zcBANYRqVfpTqGT2yBFKVI3ehKTDLENtXhFAOcpx/B6f5WGcyVqqaJBKtWVx7Bp6RIwQcRw12pxBh1N5GI/i63yaL/FxbuBqvs+VTDrTJMMwR0IBzFMwQ0yKPTqO+wA+/LU9vOR7t3DWpedDPCN2ABV54mpCF7mM9Ng51xIXmu3Tg9zTy/MDw5cg++UdyObllbaEO1nEYmIH2m1cVk7RFeBUx4+asBnYNODbdxTcVti+sqmdM0cHY2mSBRg6WKqkFDRISOliiYDrOvCRT8KjY9j9YNi6Diaa0mlVK1QfJbHMG0Uil5znAmzWOqqImz9AABPELLdudNjE/W9dnMo57ItY5oTUgWWvC515aCdwRwF7AzG3q4xyqlkj7e2bZ1hi9rCfeTpHpFMcnhREWGousNagQsORgSIshgzLauD8wnLpbsMJP4CNX4TqDRDegOCRsslhoA9FCA2nHgpTYdMEnLUBnvAA6D4Yrn8QfHkTfL4OVxox34/EHUlv2oVMv9sJds/RrsLYMgejmxv7LoUM8Sj1vxwWH3krCF0oRHwQy6AKrQig3MQmfpHz2ISh4baF3vfal6vufQRoYLBEZKxjhGewmQdzNV/k63yO6/geU64VcmQi0YjePUk0PJTs6lr+4e0f4y0P2EIl3grZLNgqUDigdCG6xAFm4dF2skRGuhmiDOdVd+FW0CHrQOHAMek6x5xTzYJENEicbUtXTHKyA6dsC/n+Kh/cV2qTqjEqDUiVWTXFhbcbOkZBi4wySdQA32vBni/CI9swfQmcsBE21MEG0KtBPYNaTy4vDpwb1pniJi8vMS8k4yJwDzC04rdUGpF1cbDcQmzkoqNc4lWhA935VOahbBrWMMKZ5iyqk4+gMn4+9022sqFzNuxvlg/PgqVglqu5gTvZTcxNfJkv8gOu4UbmjnBo42BSJSKgRozFUmO9G91ztNhoMy7vjfLwb8IZ7w+Y+BqYO1he5MVnmrfA3A3hD2D0XXDRRrjwfvC0J8H3HgsfXg+fw9I1GhYaTpD0DeJhurvuIxQ9gd0WFHeSxwWtaul9KkwZ+dZ4o3+2wtuubnbr/W8R3SO2MkckBvLAHVcvRx3vExyYF3IIWRFAWQc2O5AcDt0sJkH/vcYWqljOICCgyXo2s4Vv8hluYReOWdL/zdEEShPCe2/dw+O/8Cke9fDHYPIe1EYgHnXqTyg8htS4AE1WqkN5IurTMHEsz+Vp9yMw8xLxzjRok4gKZl2UW+lIoVAw+mkvvgOoBzYwXLc/5FNpj45rmy4l0Vc1+R64LGMwSPKn+MNsH0R9ovYd8/D5/4WHzEByPuw7CSp1GKnAane5lQySUG4rc3miFSvpkGrmJ87BX83Fl2lyYUbhbqPI5bemJ2A577wOvQy6IdTuqHBW7ULOPOeX2bTuYoLp+8LtEWYH0DGL+l0aPIiNPAjJ9H82r6PL1XyD/+Tf+ASf50b2HhWLJAJWoSmGXTJbY8Q0adBiG1NssCP85tQkD/z0KKe9E+rfNWVG05EQCyRg7pTXKZ+Ck8+Dx/4mfPIJ8A+rLN8zOUk/zcUx/stUgqGDqdGcIiGzNuIYbEN8vWTxhiVnNg+d+UwJiAWlwqSTuPpf9ei5dd9ZyfDtptArBDCzoiSMgDu4zupjiJN6if63FQGUVYTicDggJn4Lw1YqjHA644yxni1sYiPf5WNcxW3sdeb3UeXKuRmx3YDf+6sruc9557IxOheSPWJ/hoFTg1J5umnoqEIpJEoPSg9shKyQqdEkkpqS9QQo8w7kSpF3JnbaRaLciSBLkQ8GcLR3VaDY3eCt27I+WUPdNQkl2VejkD2GLFRK57+fA69yVwKf/Q5cdjfsuRhqWyQ/PKrCfCBct2oK9Y7wHhNcjvKIm/3dvKBFMLTAhZreBpkXwh7UutAKoKhDNgOVHaM8ZP3jOOVxz6Ux9zC4fVTyfDVKsRkJ8WpoV1nWQwPGOJZhxAgX8Cgu4BG8itv4FP/O2/gXfsgOsiPk5VbuattdTrXTY21WYaYyS0yLR3dO5dc/tZUL3xhRu0r8s0ddcjBXwfiL4Vn/YnjcKyp8+NGWN45nbDPbEPBbjTTqzIE/Jqb/IJlFUGka2AU7b8L0xFJICzGwNGsIBvVV7V8FJaPNf2QKkmkmQyjxX44Z0e/3arfr5+EUpYPIigBKuGeanjp5J4jYzGYsdVpMExFwMtdwBd/ievbRO9yOXa9ANYK1o7B6XFSitIXYkD2YycQF0xQ8uzpIeeNb/5u/+P311NtVMG0wNQ+4LBAMapQ2pSxjU0joDtxvAiEe5rFk4qRzYtZncwKKgQvakAtXhkxCvWlSplzoNB0DCXz9rpz/6kk39FtFO6RaZtopVXdQ+ob2ucX84TMWPr0dzp6GE7fAdafBxjXQHJGH1ejBuItcq7Ldde9h4DiWuQClmuBk0kRJXPoo563EsRrbQk6pP5hTH/kaGq1HwO0VGcsRcILXBgniu1EOjafoHFwC1nEqv8If8gRewMd4O3/Ku7jrHoaFDOI2G6P0CWd3t8la86wbO48X/eDx/OKfbOWEL0UEPwnCZwrmG7DqSnjhZYaL/zDiNReu4ivRdtK+97pF2SNUhVNYy9z3+4AuZNdj7owxAXRjpy/0xMNE6KhfDGqX4BXCQPqEuogUJNO0pCVnmXT9uCfDp38ZhXd5ympfola+YoDynopmGKwlIGE189yPkDoZFbayn/0U3MUUxVLBcnwUzjoNLjwLzp2AVQkUEwJgWQFzjtcyfxPsvUui0Mkc+S4D9Zh33rSH0z/5AV7w8IuodjdCY9yNAg3ohOWTtbmj8Fj6+X1RJL2myEVVJRX/ZOpI5Nk0mA4SOc+cjeHgLe9KRCPOB9HORZyn9gT8wd3xgtFN9TA5ywgowVDNn6VKClzThjtuhpOnoBiD+nHAZgHCNTmMZKJhZhWwPciqEmgwRjSnwAFi5KkRoZtLuhZaLThx33rOv+BVjK/+dcy+MfEFNxAzRQGyTpl6NYKgU5dS6dFJ5BBiMKxhKy/gDVzGU/hdXsdn+F9nsyxfGghIqmckAvbfXvCQH13Eqz/5dB7y98cTzZqj6jJakvQg+hzc7yrDh35rLW9+6f1529iNtNlGGT0ovJdCm3MBMQvMwPxV2P0Wu1bc6EUkukKhyBc47DJlLQuQbQlOx8C5+QvRMZJUhlG3K/SvblcCeelw+S9HiaNwl7wMvWnlAaX66A6j3xlkDBxHSIfj6JESUWEfc+RUmeQWbmA7ycFa6OT18NhL4WEPgM2boGlgMnP1uCqQ7YH5KVF3sr3CPcjOgGgK4jvhxAZM3UVnNOZ33rUNO3kqLzl/nDCvCVehUD5MIFNhlpaE9JxySiz8rNYQ0RJ7komTdYUilPbEHg1UG3WOmaInNo3aKSnQBduCrGP461tCvpEVjAGnRqdRm5hka1hlc7SVNWwhyQNminlusTcwPdNmKtvLbdzh/HbLE4vwFr+/F+7eB6fvgeodUJkEGtIMlQDSKqQRxDWX2RPJrYS5AKmW3bS4iHZbKKRnrr0fFzzlrVSnHgy9QKKZijiSSlSqwxpPcFTTfhqIhlEVMJcgARGncRHv5yO8m7fwav6GzjJj5SHC7hhF9C037XGfmbW88ZlP4ry7tmJyrTi5MsTsgtW/Z/iD709wypvvy+s2J+w1WnpWr1NVdZ19XDDH7oK7d4IVy2QkFr0jsMJky6wMJ+MyH0LoZ/TqI8rcTK7mdepAUguddGJod1ycU9FV8VqB0r/UJcrKAMoIyZfT5M4U6TWaW7gM0TEyRsRatlCQcTLns46UlIAp9rOLzoGa0fgYvPA58NSHCM8qDCQKEScSdZg8ARqxPKnRCCZ70EphVQ1WzUricFKB1gyMVWEupV3kvO4fv86GV6zmSSevIsz3yQV2YxeNSCSIk9eh2xCt0jrtsOeu0MSumqlSf3oChHkipMHA9QaDRDOSihyv6AgQdJHO0TEwNcHNu89mYvV9+cLWJ7NqIuTs4lwqdo1EP0OEuevEhhYK2FPZwU3FrczuafHh+Q/y3d3f4VZ7G3nfMFqa7LawuwVjXVi3F+IxaI5Csw5jIdSasM4IayeuwVgA1TakozAdwmgXqnthykJnr+HRZzyVU5/2t0TdjaJ1h8iAaFI67vuOLKQ/NaBf/cQwGNKPEMrIkoMkhiar+XX+hFM4m9/mVdywRBp7iCi5FUovQA34RS7mzfbtbNp2zooCyAFJofFhw3NvrLHuD+/Hbz5xD3eYHyDhqFHEZ1lHGlw9r22IfwDXpVATF5VpQ60C1Uy6dmhdTRlbGgIDsU3HftCSe10rmmWujLsO0IJqh37hlH7NxDblTKQT5DKad2UAZR04CwYCai2kvWeRG1zA4b6YSCc01KlSYYwxVrGHE5kg4XR2s5ubMcRyuCCAy+4Pv/IkuOR+os40XK5cpSqjNndBlm4G3REgF+ZufV4uKndclm4NzAyk09CLYVXObNLjhX/2abq/+fM8/fiUSpHCxBj0QqEOJcjNjbYlKpGGzgR3/szAyrlNDjXneyycjahleaIUsjXScMFc2REKIG5A674w/mTM+sdz9pYTOLvblHzX2xgMIzrap05YZkJ60sb6FjaGW+B4+IXJn2dXvosbdl7Pe2/4Vz7b+gx7i6llaZvzubxu70FjH9QCKV46MQ6rQqlfMBVCUIfRAsZy6Q7dWeglkFUm+f2HvIwzLvtdTDYuvXjc3W8TDdEPpm9oUrMf+dTwvjKeNXFYk6CXeEsBAY/hGawJQl5U/DbXcPdB9/d5+Ho5owQ8k4fyO7yNVaxgkFSxUL3K8PP/b4yxNY/hBQ/ZwTZzI3AicnezyGzkGLn2DrjtdvEHr4NqLH7JEMdqcK8Ax4Rzt587UznHkUOcAZYlkAVCASOVxIJOS/zVWVeAss8ZjodeXr7HUmVlAGUDKYEE5Y3MIUA5hRBolwiYzs3hIreGKuOMsp4RekzQYooTWUdMwi3sC8ewT3oKvP7RcMI6aFZcFdq6d8QUCpevXeRC78krUFSgqMn0hpE0gNB5iBPreCpTMJExk7R5+Z98grtedg6v2LqJkU7HERcjIRTOpMBeoCpOuhw3dSK+TIwEabJC/JSkDkCN41YWEOyDJID5hoSCp0cgfySsfjlsuRBuG4cfGDkNlB1IQ64aGdcpXOlvar7q/rfDxnAjG1dv5NILL2Vbbxv/etN7eO/U+9heHBwghsUCHQud3GWUTZf4NczOAziv2uRXj7+cJz/wd9h8ziWY3HVf5X3pjhpxUgCEstqDAqjxtuvkoJyoBtL3HAV1KWIIuMg+lQ9EVZ6RvZBrD8Jm9skzkotleCGP4RW8mwbrWZaq8xOW6Fa47HkjvOW9z+RlD/lndprbkGj4bqTxRoDboHcVXBWXhN3M+aWHD+g2WDfB5c6rlBrnvveDNoGLgfboV7TPu5C1ndnt2HR937S6WTQ6uQz33soAyhplPXS9kSmkjUcQLWGMMlW0w2DmgSfqqxXF1AB1LKtYxxR3M8bxbGItM3yqUsc+9+XwivNg8xxUctEgzYiLIEOf1hrgyp0VYGtyclOAGZftJnCeZcRkDxMYTWS6i6dhyjI7GvMHb7qKm55S8KaHHc+67o8c6XXM+S1TJM3ElFqQ1cZxFYhyR8jRVMjCxadjBMy1/Nru+8D6N0DjcritAbcD25DBrwNfI3+qfWl6l59PVlBygAzS6ZS5vx+isMKpwWn88ZY/5bmnPo+/u+ltvHf6PbTs4ee1aLzUlzVByG9sOZWXXvpi1h/3DExzk7gSjqOcFVU107xeGLTbGpTrJKj/UkP8+r9jLvRTwhoIgscsSbs0NuDs/Am8J/hrnlb8OrdrFY9FpOpO/0weym/wjnsdSKqY2w2/8JK1TH/gl/nN+7yJlrkFj+wE9mq4YbdM0hNAIROkgX4pgzQVzTKKHAsC0QVw3yU6LDz/JIF4oeI5z3Wv2KA0YwVJxRW1VpeZcrQygDIC1lGGW5VYp0xnLXs8gnRmLR6pPFbPVaazdfkKyRihyyRtqkyS8j+102g9/5nwJ6th0jnFgkw0SaPhMI9opVkxYSCmehiI9lgflX3y3AVlHKhWx+RJNmIYacOmGBLIpgre+56ruPbqO3njLx3PpWGPaO9N7pRqO2Yl2ufITZuKI473XODGunCfi1KkSF55exWMPx9O/W3YuRGuNZLTejsLh6trDNbfh9JPrDW5VFvTSKGhNGmcZRV2Qk6vncHfrPsbnrD58fzeza/nyt73Dyv4MyxnjBzH3z70V3nkJY8lyC/AhDWYNyWnxmfHKzAuhDW+JRJSRj0T1w519xql1D61VNIUJXfnEGJsyAX2ubwx7PKr+atoLxJKV0x/OGfwSt5Oky2LXPhPUAziB8k5aBEJA0Q3GH75147n7o+8kD/e8jZyswsZoDlM75cS3so8MGKMjcSid2QZZKHL7Xe6ic1LPShNJOhncUadI4YkuZRf7XUkVTVrUQKjTvA979VFJvtZFmA4HJxUuXKAci0ljSWhHMDKfNbOrNlQHcqFNabpg6UGc1RxCDGENEkZYQs1rg5PYNsrfx5eG8HolDjC2CIHMxkl5do3kKz4CNWuDxDADBryRLXsTWEkKz9MoBZLqbV6XczmTTlMgZ2C710xxRN/NMsLH7Oe15wC6808xDEmsyUdKDduau3JTZpYWNrgAWVeDvb4JDjvrZA/DrYFcKsRgNzBwiCpqSATrl115GojKlD6n9V/rOkzOpdEQBsqUxUeufrRPPCUB/F7s6/lXdvfRfcw1zQ0GH5+/QP5m6f/Haecex9MI4LbjLhh1iAgmSBWnqYT6XUuFGPSnu73J+vuR0GyRhlV0fokvqbaWeTYB1x7wFOiF7At+D6vS/9lUev9DFbz+7yDUc5hxYEkSJucgLTDjRxyrYzqtw0vee35fOGfH8bXG9cDM6LifSUVbXITMCdeKsZhfUfijmniul4IkTPHbUF/RcbU8S2tEVM8TYT5EHeh3YJuSwpoMcsBgfa+BarvU+7VU43gdKg+HIJfgN6jF723lQGUPrrp/9phRykjVL6Go9w49Tt4DzFA6BYh0MLSpk1Gj1Ezxnee+TR4jYHxHoIUVcdHKKG15ImoY8MCFQGresVRdwroqKPElScpMqj2nF8vhEoTGqug2YVuLoN7EtgDramct35wJ587OeBFF9R47oaE1WkhwyV3im0NaLXBtKQSrbECxqlx5EOw1kD74Ziz3g7tM2HGSIe4DankPOyeCNw1jCAg2UBLlx84Vv1kWzfTD0xkykrQWbwAs88wPj3BX5/xFi4/53J+7fqXs9vuPvjzP+ASA5694Zf4q1/5a9Y9eot07K+4c0xQ+hEnKDXKGoP5bsNiELM6dvfuCoP0tQ6dmFsM+jfrlFp2xGCRx4PdQ1zlRcGf8G2u5WN8291X+TiOp8Fb+Se28rCVG7iJkRWv1iHBskMApQHWfjTkTzc9kqe96QPsZTtcOQ1fRNqvDYyI2z3MYc4IeSQxYEckM6vrgjp9OmYuw6rr2G84/aDTgda8UMTSLmVkO0eerWqXHe///REwCZOXQOWJ0LkI8o0QrpP+cxCGzcoASl8W6jM+fcPVmOiXY84oNQA3dev9itvJkBKwGfizB96PmTdshold8gOjKqmfIa/2vzpBdcQUQvKy7n8TiTZJKH7KSlUydmpVV+epDmkDag0YHZGI+UQh2OxmN5vDjbcW/O5tPd6xEZ63BZ54BmyJYHyv89GM5mVkowpYi9VyKb0AGz0ec9nfwd0niA9yGgHIvSzsrB5DqFjjlCZrlYWB0qdyZt421crUhFVzvEO/c1dvrPOkdU9h8rRVvOiOF3BrfMcCF3OghAS8+Mxf5Q1PeSOrHr9GrvN77n40Y65BaXqPUGqEvptgIekNXb9aMM7tPGCKKAOjoNRetd8tkXU/WWzkdZXX8rX0Weyl3b+sEQL+yDyH+9tfWLkgCXK/exALeon3HMTwwA9v5Hee8kpef+IzSP49k3bfyGAAoStu9VSj2plz0fdcOMAFclI3DONQxovNhVDS6UiFwVQBso2Y1S1KN4u75iAZJaydB2tfgL37kWStDcJQqSNr6qiv/iDuhZUDlIu5B4z3qrltBSVIqpaj/gekzVQ5yIFRKnxg9Tjbfv9k2NqiJNr5NpYeTKMcqlk6VYmMMgu6KtNeVJOIc1Q4ADfy5Guxy6tKoD4ihMFGDKMdcTHEwE76FbtzCzfvhD/YCW++Bs7fAD/XhMdvhskKTKTQCKHiggqzIfSmDBuLJxM99Z8wO1eXKXgKasNgESEL4Gx2tz/K4DKLtaH9VavSY2pAo0bpA1ISoM7+2viu85vdhss6l/Ofx3+Ul29/GV/vfmeBB1xKQMAztz6dv3zemxh74Cox1W5AzD4os23GEW1ykkGg9E1lGOxTfmBK+0vu/q9SVizWQI6ODAVMPZZGTJcUDTfcN3o0rwyewevjd/U9Fc/iUp4ZvIkgH270FSgFLLfmXO2ugGe99iLecfYkt+2bk2fme7Jc3DIPoR24yk+5rIjZMI5jmTvih0s0SJ0uY3MhlHc6kCnntUD63SwDhSqr7bXURn+RqPFs2rfcn2RXU9TXCTCbpPZA6CwmGx48MWtlAKVTqYEyCqNmtmo7OlBzSr8ZyMB1M75t0y8GbhGrIQFuxvD9Z5yIvdz7kdFIkYpGM/TkGgJVrVKnJ+vWHjDyhFUzMYX4OIMaRE1XMdWdJxwRk3wkpr/0nEECLZ4LrwBmY/janfB14M9vkgXhN0ewdlKs/sDC/hjOXHUu//SSv8bsXS3+zCYyI9aQ5TlPRBgaGgxbi8zqIwzSYPSzKjY+uHgu2n6QLaUEV3+OUbAMkQnLAaeZN5zfu4D3b/13nnvXc/i/9AoWk4s3PIg3Pf9vGLt4FeYMIxryFxBg2oCA+ygCkmsQ7VwfY5PST+nfi96PAqUCXYMya0cjpT5NSn9bocza0f6XubZeAr0k7NZ4QfBa3s8nuZ49nM16XstfUMvHD/3jQ8nB4w8/MTHApm+s4rXbn83LTv5LSe+cQiY2F3+0mZDESSHtCOMuqEN7VtzygZU1b9RCiQuo1qXkQtZGKhj6GqTn/qklk2yYfCZ5+lL2fvMcWu0AExqiEbATEFRk8bGw7vSBSJh2Kx8oVVSBSxn0E/mDUk0nNZ+U2uIGTKcr/X43orTlFPz3cXWmX1CFqpt+jB4EBu1NPzpRQUaEjh7jLixwHMrcfWVc7lXioucV5/N0FxiEUBmDWipE9nR+MEl/Jwv6RixlVZXp3N2QkzM3nMHv/tGHqE4dLzXGGgxGdGvAfZHOo8Dot2GDUqFWt4b+3tdGfSqRgqNqkTpZqb9Ym0gV8U55HJMatm47lbeuextP2fcUbs015a2Uk8ZO5Z0vfAcbH7wec7KR830DuBoxuVe5exn3XhNum++fhIVBH+/afYDXzBxtB/eI++nKVQSclW6iaZAtlpQbDrDensxvB8/nN4o38Qbzm5zIxRhrDv3DhUT7u1536r2WwQs82hKkIU/d83K+eeHH+dHF17NxDUyshjXrodGU5LMshpkE9vZgXwp7ZmF+HuZGJXjTcRYihRBLuj1x02c+80UzJQ0EvQqrRp7CeP03mf/6xcztMNhJQ6Pp9AX33KMQbF2S2MAB5SHuZ+UApe/AhUGg9COQ+r9qml3Zbl2MZR6ZvO4E5rFMGcuOJzXhvAxM2x1YCXWLjShFC72ICn3CnXHgZ2rO/C6k9mNQE4pRlEnoLqg4fqUL5dWqzn8ZiS9TfAIy4JfI0wM4rtrkX1/6es7ed7ZsWE2ZVaNBDfW9qU9ONS5tQ52IdD4wlOZl5n1WLcr3RmSUoBm7d/U9GW9/jYWpGV4Yzp++kH+Z+FeePvVM9nipflVT5S8v/wvOfeA5mPVG2mQ38CXEnFrlzqO82lF3P2qKw8I9fXibum/0eoeDVVBmKin5Ifbar0NJIZpnydlixhqeHLyAFjfzWPNSTBEu4UeUbavPVsG8QemOUk2/zWAu8wqQic5G3nHBK5j/zZcxEuT9pvcfi8YGexbu7MDVM/CFXfCdm2BPFzptsG4iz5WlEFMmQRigZRgJzmVL84+Yvv6x7NjXoBrC+FbRTmtOkahEkAeSU1JEMjRB2H7mEO22MoBSzaIypaYED1XoGkiL+oRh5zuzzhyazSWO0ULeQ+B74wmdZzfEFO5riD4TWVtIR0qMeK+VE+K3oFPDgkJyrHN9Uo6UF4QQppK0XE0kWm0jqBbyqkTCqI0ycRdo5P4QETeVign5o19+PRc1nyFtphFgFY1eL+Sj07GpAwzvf/1eB5rvj/ObR5tQ/Xwa9fYJ33odBmnGlneqxPCw2Yfz7vF38+y5X2bGhVFfsPH5PPlhT8BsNK5aAgKSP0Airsp8gMHAzfA9LEUMJftLH58CUYEAYo8SVFuUc2XFnVt9vC5JaikymZ/Cr/GvVIrRxXdSYFRFQCc+X2u23nl9P6m6gJZAX/qxSWaovvdxTL7geFh1+wFdD+S2asCYgbUjcP4IPPE42H0OfG8ffPRa+OpVMNvyfqD+5QLC6Spb1j6b2t1/zM6bt1C1UiPAAFUr+kweCjBaIzHXwsij9t3QBxTMHpKVAZQakNEOOTyQh1vX9xVlYDvCo9rdkyDdXcA0lnlSvn1BFc6EMttmIfFDmeod1u2qYrmLsUiLFwtdpMdzCitQb0rhRVuRaa3WkyTXSgK1YpC/twSt8pfu8xCee9mvE+yNyvoDVW8H9SH60V+9FV+B9m/bet+74H5fy/LBVSO+vtmtv/N5leECv3N+KQCTGx6VPIoXV17EX6VvYVN1M7/18N+hckJV7qmCZBG9n1Kr80HYn0wP0bkXFN9lEHivQ4Gt/4j1OpZxfoOhwkFAsooA8AglUNa8/5Ufqu3pT2hQsha8tl4JYm/eQPCFh2GedvuSJrQImDAwXofNm+GSTfC1M+F9X4fv/FA0TK0FXBldy6mrX0fxvV+jNV9jpOK6hRsTgXs+eSTeMgP96oXqKUK3LeG6fvKiwOcPat+h7r+gHLSZOIXjLuybg92FuPzudLvcGcTMP74JE4qqwyeFEnH9XqcjXL/LkeTTQt4zK7lXumi1JqZaZOrKqxDWoNKA+pgQwdIUwqaAZCWR8t7KR6xzyMWUt45s5C+e+g6qu8bF3FZ6jMtwhPJSB/K1fczXW9ReoW2utzocHPBT3tXsUfPPf+k1+ECpx8rcd63y2JVehdeP/hFXmVu4+IKLOOXik0RzVJ/je5FVwDZQ+kD9R6TAdrjMGp8yq/ej1+zLQv1P21T755GSBhJsW8Mgy0OfTept989rve0+DXilSFyF9z4b+5QPYqKDO3X7wIXcVtNIkZTLToDztsAX7gf/8kG4/U4YD49nvX0v09++lGAqhFEYsQ4cHVDqWjkmkmFpjARx1Igo3EnDkP4CeIvJygDKDPH5VBg0h1TRU5Z94m3rif+hyGGuK9rkboRorlr6thHgwQbMrKid/WIXw71ce5Y/+vyRWcjJ81TYrmlGv4ZkmriCGda9VyT6TVWAcsRCuw22KlNd2IQohnoMaT5oxi2S+RECL3vCS9k6ejqmamRAKU1GPQm+n20Y9/UWvFsByoCG5sCq2b4QABQMsKP6WrDvt/Q6KTDoCyyQ5+iuY7Td5B9G/paJU0bgVMoMoRz4LKXzSmlfaubrS/uCPtLlgqYfuVfg9cFS21Nfalz417REs3tJEiIT4AilVu9fhxo6qiTod+oh0olOn+GRvLZ7IAaw3z8Lbt8Kp92yrN9FSBe3RrS+R5wNG18N73vfA5n+yt+z+/v3w0aG+qh4thpGaspkRoAvcuhWuBo290RWBlAWSMerUWKVDkAFSv/VQdbR6kB3DqbbsN+KNrkXmMGyjw53nWDgxAyyaWRVQh0J6kRTVQJKdU5PqiqYZ3r7puxCYo3zPFfENxlWnE+yKrUtqwlUUqg2wLaglg/mFS9iNt1v3Xm84PIXEUwFUghiAtEmRykHvF4flEEYX3SbP9DwbrXh3f5C95hTgmTFXW9Cae4p31DBSwe6DnrVCp1SYazhlM4J4ieZQDQpC/wQycIBAcc5ymVGR93/ytzSfAFleS0XLH0XwcHMb8/NM1Bc4UhplH4kW7V8VauU9qLPbKFna7zf+gGrJXE9j77kuzdgPv2rhK/8vWX/NkK6xyhye5PTlzFy9T9x6w2n08igbmRhugBJhDM1CcwYI9FskOS5e0oIWBlAmSGcOZ/Pp1qIkoK9qh+2Iwz+TgdmWjDdKauxyXtGi2l6958Uv2DaE+6jUS8wDIbV/UycjFK1K5Dl4pzpHeSiLdq0LIKRFbLkQpJKekHeQ5adTegv7EJF0g2CCkR1CLtimoeJVALQIEGLAzSByFR4yRN+izXxJiFgr0JAUs1U36fra40KisODRbUTGIx+Q+krXmiAKZWmoCy9liJApRqWAo6a6epC0SCE+tb0/AVwFUIqP88d93/dsRQk9rp9J9xrL8LHU36oekkUnLUtlupzVC3Yzy1QTc3nVCrIKyXlSGlshtI36bMF9Blo4Mx/tnpdyu+EQStiOLT8E5aQED55Obx4HJpzS/6dehkioG1hescTeN8r38T1PziN3giMZ6J7VEeRiT6XIVqLwIYy3PKhSVD9lsa6zDdv28FkZQBlAtzKIBdOI5E6OAsEJOeAnhTOmenA7Kys7bUPLSZkmaNDxCz5/SYkz6meCYgFqgYs1JPUJtUXTm3N3KBxPbLIhACWpFLCJM5lQeEkc6XS5gTFi1xeWQFZ5Aacp83moQsI6XRIueShJ6ccdx5PuPQJmMiIz26ckh6jiUUwaHr7SrIOaF9j8mknfn49lNFTOJAepPs1KAeqRqTnkZlKAw9dSsBUTqKqBb6/dBZ4D/Bw5P6+5H0Xu2NC6ZNVWpjvl9XrUDeEb/4vJL6fz28rBXl/otG20CBKx13zkeIsqgYYUK4XrPek1+M/W70udT34QI6375H0n95DMYC95nzszi2YU65f9u9zDHNz5/D7f/yHfOu7Z1AJoTIllKJaRQo/E0h5hQABwALZlodi5BnXXwL1Rx7KOhySlQGUGZJG4wd0DKW5pabbnLzSLrRi6EzDdEtAchoByVlSOswzbWYoVm0W0ErbwhWwoQOEhaZbN4L7C21YSR3InFaY527AZ1JmO0nEP9lLhD1rEQ1Ti+npIFvM5+dHXevIIKwh2ooStU3A05/wCta1VsHxCDhOUhaz8F0VCz14n+6jA8rXuhYCFEM56PR4/kDV3G4/Cp5TBh5U+1cwVg1VkwLUx+hrZFcCHweehCwt60uBgKW2l2rBeq41rk3U5K9Qll/T+7mnElNWoFH+5JES9SfOus+jlG13OEGZFQSQvsQzNaIbHkK0TKC0Ftrd9fzjmz/IVZ87W9pqDsICKqvcStDRgU1lDFRdzkcRCn8SJPZ6OG20MoAyBn5EGbFVn4tmYqgPah6KOVmGMu5C3BaVfJ5yGZQeLWKm2UMH6gnk85IjVQkloKJihh17iKms3nvrzGqNaqe5RLvjXICxsJC697wQAE3d71K3X5oPmrHW/TGmHPh+frEOdOfHG5k4nl9+yCMw80Z8kxVvP82uUfEpND5gKlCo+WaHfqcAq4NTPRK+VuJrlI4y2t83oOQd+vw/Q+n7VJ9i1/vfNxUT4APuHAtZZgqW6oZREFGftfI9lQUQMlhjczFZCETt0LtqklplqMuRBSOdTAyD/t+FqL4KqgsRy/19Fpucf5KSB/DN8+BxLItWldsKH/zwn/Cpj54FEwHZFJg2NCpQr9Jf1dla8W6FoRDI1S1jnGIQeC4Z696XM4muDKBMEeei/3D1Zh3B10ZAWwp1tlPoFIOc5zaWDjmJ5ONQRPNgOlKszrYlkTRPRLMMCwFNXUoBAONM5VRMdIv735YDM87KXG1dN7Owsr2biDkeZBCnQgdKh3qrhX4BYGNL3qhGXxUIHVA+9KFP4cTmZhk44+4YWs9joeQO3z+ngKhPuM+HYFBjVI1vGDz9S/cjwgqimsHiU7qqlIkBXUrXgPo0FSzrHOgLvRZ4C4trazmDfcT3KfrUpgnKIg56/wvRfvQYHgNswORWsNG0RVfxabkFIpYkCaXbIKPsD6o5+9F3zUoZluFrX2FStwauPgniunCLDyGqU3zjimfxnrc/BzMaEloJ3mYFTKyB6oj4F/McikBSE6PQpSRWyoXHrE7oeP7IeyVQwsDDtYAtwMRgYzBz0hC9AuZs3wJnxr1rEGeONi32kzFHWJmFYh66HchjCY/lVelI1VxCZdbZ9AXiL0xT8T8ah1RZUZrTvcwFbJymGCeQJbJaYi8RcEyc5z1NRNscIDQOyTAX0CdBAwRVnnnZL1LdCZyEDNYxJJiz1ECFf1qfHqEgqwAzrL0oGC7kw9EAkW/qazAkoXQjWO9/zaKqUboM9Dd6jSmSTnUwsYiPxS/koVF/dWNogMfnSsKBbeZHsHPvs69J6jZ1F2gE+miItmuVUmv0fcg+GeNeKBbgljOhMwKN3iG7sAVu3nsy//z3f0y0psFEAK3tkLelOEw8Ao1gsFsfTVkxQDls8ehnnVmKvAw6digXaZzHXx6jR5eYnB6hiaFoOQ5jIuVHKgh/ACOcxiAoB2uSiJld5C4YgwRoLKXpnRfyylxwKM/lXc3z3BG5kkw4lkUCJpWnmyYSGDIpUkMqLn2bPmC6gX3SyWdx+Ynny0BVn6Sa28vxu/napYqvZepLNRbVDCMWzmVWuo+CkAYSVJscR9p5mrI6j/JgA++3SodarvZjkZlRQdcvFaefFezrlJF5/zyqRSrY6zWqe1rbQrXehYD0SIpqkMMshWH2groA/MHiB3lWoCY5IDvXYW/fRL5m/4IAZ4GWNezdczJpOsY/vfdV3HT98XRDaKyFzFUVGoncQgKBM7ONG8aFowdVxC+pNWl0GSpwwRw4MDv5ELIigNJSlvjT/qs1AKDsyzOI5jjvPmsQp4WlRUKbeVq0SZgnS9swMwetWcnLng9ludeiBmkARVVCYX36pFJ5CtFAcwQQ1czOrdMycqcxpu6z802mhbwnuSv7k5Q0oaTjfpOUAJqn5UD1TUGnzG4950Fsao4ISI4j2mST5ZkMw/sNgfGC/krVzBYKJvjbgqFtCkz62SeMqwapxU38h3s4kiIPv8mgy0K1VdXEfDK5vivoxJTBKKX8dCnpOAqQCqrKnTwaoq4UvbbhzCa87xTI4d4Bjk4MYJMQdqwCFnaxtuMmf/n3L+ff//m3SeKC2b3rKFJDamHyLLAd131CMRAj53u0gdCVg5B+4S7rJnwTCgNPz3eoDJzF5JBAaYx5N/B4YI+19ly3bTXwYaTq4Tbgadbaaffda4EXII/zFdbazx/qHDmiIerEnjMYtPT78zyl6a2fZ7BMM0uHWTrM0WUWk8zBXXNwXEfI5jYUgnecS2AnzsT7m/VDzO6MhWiJfS3SAaRqf1kuZnjszPReLBpkkjnw7AkwJh3RGgsPWHupM9HT8rhqvmrnT4Eg4KmXPVYioSdSOvgP1844WNDiSIpep850anYPv6tf9p5EpDv0V/jt50mPUWqZqqUpIPtUGy+7ayCRQWdrBXl9Nmp+Hy2zV69L3R0aXFtMjhQ16ccsNgtg90jf+PK9Cj0L//hfP8+bX/c60vhlCLn2r4DLAMPMHqEd1xFwLBJkQVQ/NbEiGuZw1w7CMpiTO+NvubIUjfJfgbcD7/O2vQb4srX2L40xr3H/v9oYczbwDGSV7uOALxljTrfWDusmA5IjGqLybH2rR/31PcpK723KgsZzWGduz9Nhii6z5MwDe2G6C/MxRD3oRTBSiMYXBcIrqIRep3ORaJ3Gc+sW77JiWseJM4MC0RjjVNbJ7PVEq0zULO9B1hXzPXHh+dyKJqncS6UaDYvThqrjWzhj40WY2JRlvRYL4NwT8XmCfjDD51TqfosNTjWl/aCOcgJTBMCayINTzU+1QM0mORyxlEkKTcTUaFIWy1CXiu871d+pGd1hcO1nBUt9xUOvowVQakloNDvnwCCUagsrJNvmcKTIA4I7xrAWukbmNFWkW3HIR9/1K6Txe4D/QG70TcDDAEORSUgh9Ip/WcQorNYcBahw8UZnUXhh2r4epFHywhFadNs9zvW21n7VGHPi0OYnIlAPUsLgK8Cr3fYPWWtj4HZjzC3AxcC3DnaODLGklDGifVz7jk7y2pfbiCYppnfCPPvosI8OMxR9w3w33L4LTu2J5mcrMFkVhmqjCvVcdHg7zFWwQu8vcKCGaJ1JVgJLkonm2JsTbTHJHJUICfBkXYg7ApRpVwjnWSqAqhppakvNRjUWRxM5Yd0oDxpfM5g5ombkkRbffBueadX8O5Tmp9qh779UGpDW0fLrKepL/z9cAMoQ34tmZjQZHH0KmAkSBNNzaZvPI51MM218UFQNUrXOowmUalZr1Nt6//tq1+FOKitEQkLs/jGSAuaDsjS2AWxs6c0UwC1Iw68FXoE6pIPRcaIapHOAI40oJTpwfalQt9RB+utCXylb72ByuD7KDdbanQDW2p3GmPVu+2ZwS86JbHfbDiopUh5NNUgdm5rm3WYwwaON5nNb5plmmj1Ms48Os1hmkcbdB3feCbur4nOkAnlFCtJNNKFXg3qtnGJUjBWKDwg1KLMuTTF2QGlFu0x7ctwkEeDLXHTcdiT6ncSlFpkXYnrHqfgmk1T2VxNPZwQX3Bg57QFUk1CKJChQHmlt8kiLgpCCew0Brjal2a0m93CE/55IjMyY6sdV81upVzAY3VeNUlNiNYjjA6UCo1+A40iSzBcSP0VUwVI1b0MZxFHwv1eKIZ+v0clhLpTqQDnyuEZGCi65/D1c/4M/pygmgbPAngi8DswrqG06DzMrxuDw3G2cgRgofe0oyJEO5izZG2aMeTHwYoA1HN8PkqqvWq0M3wrKsC5JImeWFrO0mGOWWVq06ZD216V0MfH2PphbDXYfNANIR6BZAZuKVpk0XPSbUsOxmWiCIM4NEJ9lb74M7CSpaI52VsCyyErieRJLYCe3YqanodMmUzHLrVMNVJtUkNSbrsKTz76AKArKgIRmndwTn95Cosf3AwSqNfmq/XAQZ/g61GTXKLi/n7armsijiKY5w6A2e09kHjG9NbVTC/P6UXkFcUPZ0aYoO5hGlzUDR7mTbUogPZric1qhRAN1Uajca0ESLJZuJ2duRta/ma+J2dwD8hB+97c/ydUffxRX3PxrYN4O9i+ByzDRqYx2obXDufyNxGIJRM8JVJFYQqAzd311gASRHz2NcrcxZpPTJjdBv67/dmCrt98WYMdCB7DWvhN4J8BWc4HdTzrgm+xgB9Z+Et+6ISGlS4tppplj1nEnp2kzhe2vbu5ydXbfBjsjiXyvrjoytCtIF1ehkUO1WQ7qEKHuJIkb5K75ikz4mH3QyB1nMhZNM3YaYm7lc+G0y6QQ0MxS0S4zpz4mjoyuKnTm3Xg7Ym19FUFiDuRDLsUMXqoMm9U+QNqhbcM+yoWi6cM0p4X28elIeq4jITnisJ6iLIbsa5QKgsOm9xyl5ph736kWqZrl0eRP+rIQ02CYUD/Mj70XicXSSXq0W8I5T5sSUw3dhN2asXTb68BeD/abSP29F0G9Tj4LRVtWXtFJzzizW7NvlmKhWHtgMMfaQzfp4QLlfwPPA/7SvX/C2/4BY8xbkGDOacB3DnWwjJR97OgDpZjcGSnWs34MlioxGW3m6DDHLDO06dFllkLNbfbTj6Gn22D7Rljbg6ILExkkERQdGKlJNk29GATKwKkgCohY0QJzDyjT3IGeEs41im0FQAvX8r1MgDTvSBpl3pXsoDgfNOlUZS6AcAyz6nyZHXyw0UF0pPyUP4nB5p/zSGvHc5RRdT/45QOj+gCVAuSb1z5AaW63HxX/SWly6irwo/b3QpFRVdDOOnS6zp/o6MQhQBO+/6njuW3HBcDNSEz4fpjgHBojhmy/MO1GIkmsC4sFutAibXMkmm0p9KAPIoGbtcaY7cAfIgD5EWPMC5CC4k8FsNZeZ4z5CHA90iVfdqiIN0BGzF62kWH6Ue4M2wdKmdANKVVictrM06VNlw4dOqTMIErtNGXBwi7YObh7XmpA2q74H4uai0ZXJUOnHgjVP3SmrrEQukvOHAmdFIrZkiaUFQ4MY/FXJk6LLBAtNM8kYp66KDs9Ack0dhFzOWSfOe/x9+qVGlvTzaUzX4Mkan4vRw7VO3yz1JfC+07/vydAMczLVC7lkXT8KMdMY3nDgRCNGvjA6WuLOpoCSk6lmuHtI3idhyv3UkqQLz0s3bTD3KyrbZIATaiHYsh98zMX0rPHIQ/hfALWsCkKGE1h17yEd1YHYJpgonJZhywVL5f6c20BmZFXbg8EVIvLIl6G0rGUqPczF/nq5xbZ/w3AG5Z+CaJR7uFuF9gzrk/YPpZIDQVD5jTKDi16Lg+noIfYXfuQETKLjBg3OqbvhrGqVNKIOi7XNIK0KuvWdGuSXV+LIDRgCgicnaUODRIwLTfIXIAHxGGSOI1Sc8Krxv2vZncuIJ3Gkh2k5rZqkX5AJ4ORJpwVmNJs9E1iJSMvR4YH2EJ+HB9Qh0HxSGgwfvqdzwHzUxiPhHSReXIKz5XCgRqlXo+2v/qI1a/Zc8eZ5chXC/qZFUuOpShy5mfdsEjB9CCNIG/B16++LxUiMra4gu+GyQSS/eWabrVChmjm8TAtYj4b7//yi4W72HK9WCsiMyclYR93kRC4cW36CREdjAtGGnIqxOSkdMj73kvt1dOUKoWqaEC2C9qboT0jIBY3IKlDXoM8gm4dkpoAZcW1vi5Epi1sEnkVDiSVgFW4CHiSudxuK0xajXRnuQCkTSVRXf2QvtntU4OsBOXXjFPy6HxQgTIw4stiwOcHZPR/DeDAYFaQfl4on1h9fIuJ30N138L7nCzyOtKcwIwyludX4dEUxGGN0vf1aLRZqzfNUWqWPwXa3E9eMlIyUrq0Z91wKUSrS6qw/4YKO/ef7dhlpl807A736zHk0UQW4VO6fl1Y8ZZZRJPs8yGdzoNZ2ONjTflYl5KtsyKAMqdDh2tIaZJRpSBinsz1ZUNO6Pq0peiPQO39MwhI+lULPGau7cCeGRibhT05dEchrkC3AcflovnZqnAd6xUhocsPPY1Soy0ISOr2vBD/ZRHLeYoM4qaApU3FL5n2wCalb8ynnvgcSj9aXPdupUe5MJeWL/P39cuj+aKA4Adk9He+hqRNqWDt/2apmqVqbhoQ0fv0KQv6v09MOBoBkmEw1kmm5b73A2d+AQplHSgXzU//upf6BVeWdGjTYqpyC3YvtEehSMX7lYzD3V/fRM9ewCoMY5QMqTol2ywCbF0S6kwPbE0Mw1A9YZl8DgJnUBQSTT+AXI7b7lTSMDp6Ue8jKikxu7gLS5OEKhmGDtYpKH5KiqpHels6AmcpHX8tBtnBORTTMBtAO4ORNmwMoOZssUZF/JVRKJShyOO4GBdaI5X8KXCt7kJneQ7WpSgmDpyzitOkepB0XXCHMoqq2SAKnDEH+v+M913T7asFfRWQ1AfnF+/1tUMFBB/0FtOMfK1P/XX6m2FZyK+jTVZQTgB+9FiPp8RY5S4ejQBJRln3skVpequfVPfxgznqp9Vakx3K/Nh7cSbMShJLRGp2Mt/oCJ24A3kguSDpPNx4c42EZp81llOm7y+alGYljzt0WmW2GNp50ZxcfdXL5PGuCKDMSdnPnVjqFFSxi17WcHqKjkhNrVC7dngEupSXDJgtIChg1KWNNKtQT8X07mYCnKqLR6oqZc7zTMkvsFY0SJMLRzLJJAG16LnvegKSsR0MHvggotuHNRY1uXXf0P2vt69AqZenQR8f4Ia1w4wDz+ObyZn36kf3h5p7MUKvnnuY7pRyoGmrE8DRotsUSHfQHPCFMn/0WgwD/uEB4r8WHzgm91jEy19lLvgu8802rTaEPTHsTCKx1R2zq4CxfkaplqL1VzvRYxVWYqaBhhQyZCmrUExqf2el/vSHhqdrDZjph1ApVwRQQkrGDkp2rYZFYRD6tTQMDKoHyt/QXr9AWqKPErO4wEpbypDUHGDWqmJ+1905tCaTySRffOCQVqLiuXMiZpnwLwN3vjyVTH8FBjX3hqOtC/Hm5inBUm+tQZmdoRHjYRL4MFD6x/aB0t/PD7D4GqhqVppNo4q8T+zVzqW/19+pGasvdSX7mu7RlK57197t37vPCXVxugNoWsOa8DG5h2JJKJgOrmB3mDK/H2qhlF8AIIa9s1vQsa2udE1K8kuPFtaZ7E3nr8zF5DaxDNccR2lGPGAaUsiHJssiK83xSC21g8gKAUo4MIrgp4DoqBzhwAWkfWecHfrtIj1dMzDSGOoWqj1o1qQESbMqUXJMqVGGOTSGbDBbSNCGVD6nLtKdOUAdHoS+5uJHWockT6A1DZNN+pk6A+XPdN5Q4LIc+BQ1EuZfsj9XpN5+vp80ZhBME++zb/br49A5ywdlP53Kzz7SiUKPdTRNWouA5czQNcMgUPoarq/x3yOXQD8CeE8O8lMnCfuJw6vYnUFlHohcuYMAetPQaZ8ElCrSGOVI79dOCcoINwhQmtxFvK0M0yQTUMxxpv0iUW9flhIBX0FAOSwLOdQ6HKjSqC3qA6OPHsOhWE9SK2AZFmJ214CsCnlTalgGjmwVVkVbhDINwBaQdr288EKmsNwOxpr8wagRbH1fQHox3LUDtmylXHBMaUHDZcN0mtUpV5+2nsOP9PpcCjU/FCQTSt+pHyVfCFx801ubXClFfkTfr77jn0eB6GhHklUj9t0Ww9fsa5B6/Ufs5MeAUqSgoGA/P2J3/U7J/AWyGnRzAbL2DMT5OkJMv6xBnQUAzoAJ5VUgkfMgF5DUCDgJ2EBMcBO6br+QP9KWgKv5JQeTFQyUC4mqOAHQpMJWMA+kaY5nbXUr1E4mt2uZCyJmAigioBqD2QXx9ZDdCu2bIL0eihn6yJBn0Mmga6EbQ7Mj01UUSoWhSk2+13MHCs4LMJEVaBQsYNB3dxCQBGjHBTdu7/CgDZOlCa6cSj+m5QPlsLdbI8++BrnQ2B3mcqoWqMCo2qwPIFpB3AcW5Scq6VUjzZozrfetjC7/2o6maGxPJwptSzVCfE33iIpOzsfAEiwZKbv5Nj+sTdNoCSNvPncEvtzlZjDSn9MV13So9O1MIxFvG4mvMXY+9CATfaZAhm3dSuaPiZyeYQ4ccqn2YeiXnz2Y3MuAcpwGp7PFPIm10WMZq5/AnsYkM2FIEkAcCNe7EovqPl+DYhxXefsxEhob78DsPCS3wq4rYP7jkFwHTEvf7llJQCWEsA7VFJqzssYOCCm9X3TWbRvmDWpgQwegapULBVSGpLCzdCtXQuu4cpzVvN/1EH+l7zuEAzVKn/biR7KhnF3Vl+mDpK/xqaao4Kjmtn+/es++bw/vmH6ZsqMGTAcRPZ9f+EQj4Ut4HssXizjBVx3pA98rxWJos4euuYVklVhMudNHkhyCipBGiiWEoIsMbALBCOIZw60TWDjz23g8SStGYKaW2D1cXOdeAZQBGzmOp7GWZ3J8dB75SJNbGoarIileHrhAs8kFU+ImdCJn3WmlXwAMJCPyshth/YNg60th+haY/m9o/yfk14F1aJHNlZpQv2q2LUFKxc/sgBIofUBZMjjEZOF2ybiEEiR1BowQwPEX6PJdsqrNKej5XEK9Pt974WfMDNOKcu8d77d4x1TtTH/nm7Euk3QgA+Ye+wAPQ4a9LgdxX99zyTkGlCqWgi67+AZ3m88xU4HCZRJnRkznMHP1ZmzRV/xDyi6i3UxhtMjcmK85WpDjTKYxFCGYqnu8VlIbD1jAQI/rEc7z/F6vUY5wHM/jZF4OnMGtgeHWwkACnZ4QRu0I/UWkjIu/VCxUnVKYaes777Bpge1zFwOwTcjOgzXnwuaXwJ5Pw+w7IPsBJcmc0oxWrUo1K/1+WLPzVPvlyidvuZtfmyioaDKqpTRX9VpGcbOCdz1Qgpaaln6QxQdKFd+2Uc1QgbJHSUTQ+9ISZj646nX5gaFhP+VwTvVPUo7a+dXnMoPMzqNH60QrXKz72yHnVmb4MtfWdzBtoZJDpNQsIM2g14WArB9ZUMKHfzRNKDOOuhxZoQaZxBX5MhLFNuGgGx4kuFMM0dEyBCxBfncv9VFGRDyUU/kDRngw1xMxjajYII1jlCmkmlsmimAWQTECtloy7zFAG0xHHlLWRNbb6GtgBmYMVNZB8DzY8ETofB5m3wLF9xlAvGGz+ijI9tv/G3vRH0C3WgKhZs8oSCllSHuWH4H2OZiFt10/+4EN3RcGNVJ9KVAGQ7/1SQqqdSo4qxmuWS6qWeqz+kkD5VETfUjzwG5+NoFSQTIhYS/zXE2Hq7hlE3RCWWAgsBB2xK/Yc1Fq43HGdL7V+d9S1nsG0SQrlBSfwkDo8jwy18dy9d+XlzQgReHSKLnXapRNGryGJi9jO6toYwbv04gz18LguiLKI6iKEze0EhErUtegbp+86hqlg2ysI4CTum25gc4qqDwdVl8Gc/8CyfuQ0k8/HpmeanP77hZnTKwWK86bgfvUly4lh0KBUrmVCqQ+Z1FNcF/T9QMzPrfQf/nkArz/fcAbTgP0zW1NXfR9lD+1YihLDu0ETuZnI6DjO6tlIFkycm5iJz/kWnMbcQFhKuCIEZpxYaFnXFIb2zBYapj+Ypd+BLzincrmLuGt4rRJ6/iSri9b129NIQcIXXWiAjmQdf23okSWe1swJ+AENvBndHgG+xe7NJ/m4mtSEURupQfjpasVjrFDIeo6hTiEsWD9gIiahYH73DYQboSR10H4WIh/C4qvc/R5LbA7385V6Xc5vftojOZ5KzVItTgNDg2vODhspqvmqxql70ZQkxoG3QgqPl/S53Dqu57Pj4L7gSH9rLVK5vgpB0pt3Ay4FbgI8Y/8tIqPLjoTtrD0sOwm5272cQ3X1mcIYhmbQSLAlRsocmfQJBDaOzHYPkVY9Z6QsgWt+5OlkPeEYG5DF/EuIDWuoqL2z8CZ54jilCB4UARI3RvXF8Pi0EC5jGzHoy2nEvA+9vEsZpeD396gtc5MXHKdOTWjlYbpcxR1CpsLILk/jP4HVJ/Pj6fjJ3z8uqtkmlSKyzyDueEJZeEGLQk2M/TSQkr+K6YUP21RQVRT+HzqkILnsHLkR/mV2D3Mm9T2VfP8p9bs1hlKOVK7kfV0f1rE1xj1AfudSlay0ipeGTcxy35uNz9k1ypIF1vKxMUSArOTkGxBj5Y/L4eFnNrGEgiq5G67kdiEzcU1V7gkubAQInpQuMyeTOhAWSY5ImnqCoAdYgJfIRplFfgAGReybFPFmz1ypHh4WEjDWFxupylVdIwrPY9s04YD18iFm6GqlACSG5hbB5W/RbSE13O0B8Et+z5DMvO71CwSQLWU0Xs1rzUhVqPYfoTdep+VcO1riNrMw82t96zfKSirz8cvgJEzOH60FolqsgqSSs1ZlvjRsZUuqlJrbbYeli5wI4bN3HvuQUXZjMMkWs1MUM1CO2QDmZXllTHPHu7kZq7iuupu9o9KymLNC54UhYzN3NWMqQQzBPkMORsG9Bftbhme+e0COiT0+3WBRL1DCzaQtESbiXZZuMstnGVUBJIBlznrbCnrfK8QoDwFlgqSOhAXGnhG/BTG4/j1/RX+bh5QRm5mMY6uEGVQz6ClkTDrHTxtAi+A8DjIX4YUdz868sOZq7m6ex0X23PLWlPq1daaiX56o/ZrvWY/Qp56+4SU5dp8wFTxNcSIcqwoSPrRc5189FwwCKLDAZ9laZMWUaXHFrjIlSgdRJuaRRdUzvgmEZdgaP5kL+2g4psFyoXzo3u+qqUZA/rQtVJXhNbOs7SI2cU+buQmvsKNEzlhDMmklFQzbkxa51O0RoK01XCKSn47lvVYF5cY7i6qE1nkN0XmNEcj0W5yynW7A9nHOrK5dUpC6G43W0IAx5cVApRNljwY/EF5qP1YpDHcNuPU8iIX8MwLyAJoaT3IA87j0KV4HPAh4LnIOsRHXmJm+Y+7ruDik8+VPqh0JK0ZooDluw18RWAYKPW7iDIY6wfD9PYW0zQVFP02KYa2+d+p6e2T15csloIMmCLou/JXKljqQ9AgzjyqaU1xExW+x2ou5Sd3/f4A8AmkvnNZO4jW7vFnN+1ohtK1oA5pXcckBdpY2uTMkTCF5Ta21WbZMQab2lJ0fvjMfeQroBLOUeMGMh6wYEv5xpB1B8hTIZRHIVQCF/22AsZpIe+VwvErHTAHRn4f2eW5y1cIUC5T/JbUZ6hZhQjwaWUQ68xD5WpjHR3AfTa5aJN5JrQF5WNFjoO54KRjA+ABwH8CL2FwKfMjJGGVvY2u9ME5ymDTuPs+onzSwwEZ9Yarz1D31yj3jJ6DEoO0Iri/PfJ+qwDsM4GVXK7UH1/brFL6U7ve5yWIBa7mC1TZw9k81d1e9eA/+omJpfTVzaONkhPxYW6kw7/xuzyAYKAa1o/jmlTUL+J3Ct1WeNfuZwQoD02NXYWphNLxrRqkaM9gSQnYxR3cybVczQ3cPGYZz2TlldFMqHs5Mv5SJI0wMZBYyKICy/dJ+ZV+cazCe/UJ5+67MHFj24FjkUtdm4JSkzSuiAZ5GcjJQ8jd9qrPbD+E3DuB0pcFkEyx82DfL6jbIzOPsa5hnJYJCylEAXAe8PeIZnndMi98calUx3j2y/+IP3vRS2X1oRuQvjhBeXMLpWTpPcUMmtYGwRn9rd630omGI9nDNShV8YBBp5EGetSh5KdL+kGiYRBdgnybzzPCfk7kREa4ZOk//LFLTqlJCthYelzHzbyXG8jYzXO4hs2cTjnLHW1R80FzZzuU/hN1A2QcuN6FPihdAlRnTn34GkFUrXkOrY4cs515djJHhTlm2Vbtsb8pFL1eFXqOP2kos2IKhJFSFELbq/JtUmawLqvJelelXdXvwjYHEzvzHYjcJecuWyfP5VzGuinCeMM+KInqS+mX936gPAxZYtv0McNyYLp0eaT7An8NPJ9FljBfllSqG/i9P34zr37ps6jVQngkcAXi+qog/XKAWMYg6DtTZsCEVkUi8W4ISi3Tr4dc947n20p6LFVENAOo3+Mpg6H+kgq+BrpEabGDq/k/RtjH/djMuZyB4Th+PNrYcsRSlkMX36SlzS528Od8g6vpErKXf+Uf+X+8lCrnYtDw75G8l+GeqQ+5TekSUF/iPgYT+hVE/YwBLfXu881gcDEhDd7EZIwyxXZgBzN0uTXYzQ3roFuBiZ6Yx2kgC4MdcKmeBdKMfkQ3+yEFDx3IefBbq/C2gfxjnWWVhRBUXUDHulragI28hQuctgmUNKIl9M17H1AOV8rRPlEMbXdi3DalGqpYhGh6MPFdgIuDa4Cg2VsRM3zqEDewuFSq63j9H/0Dv/2KJ1GzAaYOPBZ4jzusuoNccfZ+UMfvgAGD9Y01kNOkNL3Vqiq83/q52/7N+9qlAqRPLC+8/zV1MfaO4WucS5Qf8TWmuJmEgs/zv2zmDFbxPMw9rWxwREUBRAM4U8AUHab4a/6PT7IXQ4WQgPfxeR7KmTyE1ciiq6MsHEk73OvQa/HpCgUCaLOUfkc1aH0YUhD1E/Zjbz+dDQ3lQn5SQMHSoqDHHDvpMEVOl9vZzf+MF+yrwVghpV2TAJoJGBdENLmYx3nhXOsuOm2iFlF2DQWXum5r+p7RjDIRTSWiXGzMGpfAlkicgUDWCswcxxIrbJfMNVe/EvoSrZx7H1Au1rcWu2FTvinY+SXgDyZ26LW4BMCTgP3AbyFItjwJqyP8xu+9id95zhNpFIH0CoDVwPOA1yDKQI0SmLTf+6I9yyeJqxWmmqM+ddU+fY1x+Fj6WxX1S/qAqNfj05LU/FYtc4kdMqbHP/E+psiIyfkiN/BAPsiDuISAs9zQ+UmL3twM8lDklbCH/+D/eC+3EgN1mgQE7GSej/Jt7scZjHIW0qhjQ8dczn35qr7OXvMMznoWAXHldfYYrGiivsg25YPTh+prl/qdmuRaZUbMhpguM2xjB1PsJeO7NctdG2G0C/UA4hExhZsZxA7QzPDLHT4YszR7n6bNL2OZBMq53Cd1DLeAyUp6UH++D6WMrCkcHdkBZhjQz9Lru+CWwMi49wElLG65+NrQ8P7W+6n7PzDlYQIjUTEVC/2I+aGBEqQpnwdcD7ydAxFscQmCKk/8jT/g9S95No0oLFdUUv/744B/Bb5G6VNPKLNyhkXLimlQJmSQC6nWn08r8rVKTZkcjqRDqVH6Y0q3K6BaDizcu0SgvImbeT9fISDjgcAYHT7Cd6nxP1zICXAA1ebHDZzaGzqU68jvIWMfn+Vr/BnfYIqcCUIyIjIqQMpX+RE/ZBsXkxJyfwZLUPlOnuFZvBj635+FdCZSTU8flkEezBQl5WeewbUx1CRoUw4QDejoA/QrLauLoYt1GmpORk6LlCn2k/KDEG47Duo5VOuQVaE7Jocb9YpS9OdlI3xn4/pXOAG1mWuYT7dTMELmAmDaHbV7Bt47VoAyd2mKGAHmIpNMPesobSYWE9xEQkwvoqEueYjheu8DSgUPH0yGTegACUwjDQPiVI5cxe9IzfEAolyIp1FFVnZIXKOnBQPUIl3Z9ODjvYaQ0b8BXLnEGwp44MW/wT++4LeYDCOxyvy8aoB1wCuA71Euu6oBSy1aodv836qyoaCpGmXu7a83pD3PZUoQUAaFNK1TO7uOH9U2dRxp9Fu1Wv88SxLLZ/k8PXpYJLv+ZCBhns/yD5zBGsZ5BLCGsiP8uKWgTHuaAebIafF5ruS1/B+3kRIQkFChQkadGpY13EXBn/BJ/p7HcRIFhvOQxhpzr4CSQV2jXF7Tj475rH6dmXRpz3zoFSMgrulR6otU0ZnM90+q+q8PF0oNsgvsxVJg6QHTzDHKbubYTso1wO1roBiHEZdaW9SEtpMWAtmV1DFSEC0yNLI6tG1AXpFya1ltP730hySMA2sxNEkxA/F6GKT0hriKRKHwJwun9MQ9GcshUDXSwr1ENEz1mwKDwcpF5N4JlAsFGg4miygdZugf/X840WXpw9EgaTR/CvwqksZ2cFl/3AN5yxtfzdrVIWaSxV1XlyOa5Ucp71mpb8OEsMB7V3AMEE1SxVdihn83fOM69vQ8qpCoMqPaapNSedGCvZp6uQSZYZb/4MNYd1Gz7qc7gO9zI3fyR/wpFTbyRMxPpOvmyA3tBfZj2UPODJ/ka7ya/2YbMTUiKlQwBIQEBBQkWFIs3+U2Psy3eTkPYpQ6huMRsFVfiaVcNUZLNvmLvvt+DAVOrTqiOpcPdmqCa9K9/sZPm0q8bX6EXEdAaW5b5kgdw7XCJB32spc5rgd2rYKZ9cJt7CVQzMHEJth4PDRXw+RqOONEWL8e6iNQdUtUha42Q3/V517GbOsT5L272HP7hfzo2uPYdmeFdnI8e26P2LPDYmxAw8r6330qbw5hD0wioJiHYKuirRahAKN1hPQcV/cBlszxvfcBJZQzgGpQw9EW77N11ogtnFM38OpquOiYX9TTWFHNM1sqYsvjS4fAI4BfQwBz8amqUlnN77/qLVx04lrMqDl4MHQC8VN+F9g29N3wZOFHmv1oVE7J+FAQ1Zdvchtvm05Kau5bDqyE7lOD5hH1QZ+BjvtDgqXl21zBD/lhf0sFeBbwWeBKLO/mJnbzF/wzq9nAA10EGY6++a0NHCM3N4Nlni77+CAf5c/4CttIqBJQo0aNiBSt2S3k+YyYhIx38TU2EfEscipYJGunShmdU9KqmuYKlNoLVa1XoPMX/VHg82k+ibePv+6Hz6f0OZQa+FEwlgi3dRHEgBY1ppjGcD1S+uPaBty9GpojcM4ZcN8Hw6n3g/XHwZoNZbaMysGXhs2Bj2DtJ5DA1wSwFZtvYc/2E9m+80K23XY2P/zWOLdeM8Yt1wTsbxmiHKoWRgoZv4HzTUYBpKGY2rkb+5XAjX3fq/FTqVH6RTh1UGsU198P+g2QefSY/k1n4uz1S8hjkTU4Ci8RnzJx69CiF/TLwH8BVy+yX8Cll7yK5zzmQoK6OXQQ1AD3QQLrf8zS15z220QVCjWn9RgBJc/S9577WvuwVedHv5W4qxrnOkSZ1lTgENE2/aj5kCSk/Cv/RuwhaguYw/B7BHyCnI8Dn+YHvILf4V/4G8Z48I8huOMDhvgjLXvYzR28jQ/yTr7DNDkhIRFVKu5BBg4mczIMKYaEhJw7SXgX/8c6Ch7EPKs4zWnHdaSRFCzVFNDZSQEQBrVHNcc1BStj0NxWENQiFn6wxp/h9HdqrsvLuqwb4YfuJwdaTLCNDtfXU3r3gUc8Ge73GFi3CSbXsvSiNAcRY2Lgbve6HhPBxhNh44kNLnzQGp7yrA10249g947LufKb5/O/X17NVV+t0N5pxMWWi2lv3CPMC+FRhqoo+zULlhDMMXY5CY9HSYy50IoDbqk/oMw9Xggoh0nTiMNXfZSBm7SjAmqZi1uEUkEkTYQYq7ONz0hbulYJ0tH+A0G2AxchGxu/L59+1+d4yH03YDZSZnEebNxrIPPFSFLQ4YiayDoum4i/dwwByzqDbjIYpABZSqDU8dd222uI5+Fs4CRgjZXXaCF2Txu4O4B9Eewz8EVgJsPuyfhO7wc8hsczM0SvOg3Df9HgBjq8DvFbBhiewyN5E29hPWcfotHuiShAqZq8h5ztXMW3+RM+wee4gwRLREiNJhGBIytYEnKM0xkDCkIMMy78USflIib5HS7jEdyHCuNOs1Sg1IeiFB84sFqJD5IlmJUapB/s0YennEoFRd/kzgeOZ71gTuGKt/aAWwm5anXECY9IOPtXLeOXQHXsUFri0ZQG1q4lSy9j/77H8d0vXcKnPrqJa6+I6Owz/XqUNoPU4URhIFYfpVpMBdwxa6601l640Fnu/UAJZaDCCxgOP7egkLxuTDl5RIi6HhoJ7KQxZInkh/pKj8ZNlkEFRM4yhURhPsQgzIa88Knv4+//6JlUxwyshyVnuFngf4CXcvhp5gqEDUqwHHfb6pQustBtCxCsyN32fe7/EDgVuKCACwycamF9BtFdEDYRIqhGZLuUCwC1IZ+FeBbyVdivbeGL3/06r//433Hdj26g0y2drjXggYhePuPdgsHwJB7Mm3kjJ3MWhkmOLGDmlFkoLSy7meZmPs2X+Cv+hx8ygyUnoEadChWaGAqqWAIsKRmWAENAREaE1NVJycmxBGQ8mgl+m4dxf86myWoMoXso40DotLnM3a04je0BGmDSv1ZDhh0CSkOO7Qd9RKs0fU1RwVBBteXOK/tbEgJyelj2Ab1VBvtEy+aXQ/M8MCsuBb+CtZtJk8dz683P5D/efxqf/o+17NtmaOQCkMZ5awoN+BYu4GvhxrmfNqCEkvoCZeAhKr8a1v5D621zwQ1rxW9ZxVEGYrCp/K8Gj8/D9uf0pckMcBPwZPysndXrHsY3/+pTnH7RKGYtMELJm1xKx8uRoM6vIRrm4YiCYM2df7W7BgVQvR7fx6nFYqrAacDTLFyYwJhzUhilt+ig89N0Sn9X+Z0uvL0Na6dI4lO58sqCz/zX93nPv3+CHbvn3EUs3ke3MMk/8Goey/MIWefA5p6MXrXH2sA+LPuZ5Q5+yDW8m+/yEa6mg0XznSsUjFGhQZ2MkIQK1T59ACAgJSchJnOhkMIBX0TOJYzxKs7nIWxijBEMW5GZs0ap4UXe1WXkzr4x7oyDXC0/E0DeLT2nDxYEZMj6NGqa5wgoRlj2ETj/aoecGgUJcHPV0nyc5ZTfh+p96CdxrGSxNsLaB7Lt7j/lkx+7kP/85xH2XG9kzCNWpa46HdWl6/6w89MIlHBguo0bH2EFgqGHGeZl0QsNAOW5AGPFOoZ/KvtUOFJA2UYA8g3Av7lfN3jp0z/K37/qcQQbEeVhhOUVyLEI3vwZ8DaW7q8cFjW1G4jJ3PD+ryLjbJzy5ieAs4CnAmcinCuzC6Hr1N2OOnBnKctyzVFmgehLzcWWe00DewCLtSNsu/VMPvafd/OOf/o0t267+6AlsUao8Xwu5//xW2zmUsJlF6BQcNTP0xTcwSw38H98j7fyKa6ioMV6sv61xhhS6mQ0MVSpkxOQEgwApcBUQu6COQXFkG0BlxLxTh7KKazBsNE9jBpKiBU/p0CjxWIOMJkTCkcbKuhR0MWQUaMgIKcgcZCXETJPQM85B2QCi4lpUyUkYZyC0D2RHVTYcWbOff+gYNWTkXWqVpQGeWixtgk8mF27X8qH3vtoPvwvTfbcBhSm/xwCxHVwm/1pBUo4cN0cIPCrnDsfRJA7hccDVlOASV0V5MJ9z2AQTIFSeVsKmktrtRTYBXwHMcH3MjlyCV9+y+e4/wV12EqpTR7KP+mLnnw38NvARziQS7oUUa2yQalR1ikDsIF73wtcgLhbz8NrQ3XwaIup1pi5HylYau6lEpxblLmYSm1RrpPmTd+MtZPcefulvO2td/BP7/4ordbiM4IBTmA9z+EXeTG/xBrOpc4kpl98czFRkOxgmSHhDu7gaj7BZ/l3ruB69iPrA44B57jrvtud01IjoYnBYAipOLMaAhclSEidwR2TUbh4shYSlYcWAc9hHX/HWkY4HjgHQw/LHmAdGQaLIScgxwIdCgeAloKcFENKQIEhJqOHJaNJRojFkjqNMqXiIt8pPXp0SR1cJpSGhQF2hJD8HJz6dqideogmvFdIg7y4hFtueRnv+JtH85kP1unOBn1iRsXAzT/VQOn7JZ0pbn3Q8RQF4++PS1LJyqUvNb6pIKlGpMYpcu/7pfkre4iWtB2pMvQVfvHBf86H3/Bcoo0GNlAC0+F0RItEN34L4dAsT92lv3JTHSG6N5DRosGxCoJtz7Pw9AImgyGvvaWkpqg2qf6xfYjroeNtU+KyapQKoC23b5ey2KaGyW8myy7iiiu28sqX/xs/uGYXeVEgWqrmYJYSYFjDCBdxLk/h4TyOi1nD8VQ4zu1RYB1lJ6FHj5Q2t7KHm/gfruPbXMFXuYN9dIcmwxCJUlWRVFWhDYR0GKFChQqF0/wgp+J4lDFtUlIyEgrnGbQYiv7RQ7ZQ8CIsvwyso8IYJwHnkTNCyBxQwxL149BNOmTkziNpSUnImHFBo5yCmJyeA8pSy1Q6Q0FGTDqQvFhFjIccw60Vy9rXwhmvgmDyYB3o3iiTxMlT+NY3X8hf/fFFXPO1gDwXh81dLA6U9z560ELixq7NBv8HyoDPMBAZ0SADK9FvGEyPGhafm+0H1w8NmBpmPoswuJ1f+rlHEa4yAkyHUnaWcuhNwO8iStjXl/l7jQsYSrqEZj3liEX9J8AljjO1aE1IP69RAwTKwdBZy4+4+a8ZBCjV/gdRlaeRmeRkouhHXHLJjXz280/gjW/cwz/83RfpZA0EjCEkYANN1jPJJlZxKnU2MEHMzWzjDsZYQ4VTgJCcNtvZxXe4m4/yI25hmrvYS4uUmPwgc02OrKy4DvFByL3mGBJymqyiwzSWzPEmCxr9UkwZ1nkFRQe3fQ/Q/cl5ZQO2jMCeAtpJyubkJkaSXYScC+QkBFSYJGKEgoKwH1oM+tfbICd3bW/pkdJx8JqRk5ARO120BMaG+zxDGd+7pWLZ/Idw0u+WisdPl8xQq76bhz3sW5z9H6/inX/7HN7/D1Xa0wcfiPd+oFTrzxe/bJjKUEoigaMAFcPx6MEEFT2Fz90OvG0HFyUoBsBGTln1RC47b534evxyZj5xfjmiwLYZ0SrbwFUs1S8gokDZpgTLKeBRwOsQ94AxLIzqSozWXEf/5acH+dOPDknrTjhBmXzeRQCygqD0Xe43FYzJWbv+f/jzPz+Xc096PK/50//lpD0X8WhSHsQFnMoGtnI6AQmGrS5KXFAWfhADM2Cc4xljPevYCHyLG/gc03yH3hIU8hlkhquhvSMiICOlS0adCebYRUbiItA5Acb5JQNyIheVrmAoeJTJ+f0RWLcB7BiQCQNjdgZ67TlG4isZba8m5DgKQlJmyJgmczH1gtANYAnIFC653riXsLrExNfCUe40/TjoLFCwiZbZz44o4/jXFxz3UwuSKhZjrmf92lfymj/6Lhdf+jJe99pzuOsHi//i3m96LyQLhb19x6Ib75UCGrYc/j4tU3ntfhKYeuN0CB7aLZgig2s7cBUvu/w83vpnFxBuMIIPat5qBH+5QKkZZtOIJXoVUu3t+yyPy6Tn1cDSI4E3pbAuOgRBTluiRameaiRVc6H96hi6n0a8lSOokVqfIK0BC/+488AcRXFfrv3Kw4h/5QYuvOtZiMF4krsBTVZXsPanPaXUzAG7sbSAO+lyE9/g+3yVW/kQu7mN5CCg2URC/nIPhjaWLlUarGU10+ymR5uQ3Ll5IwpSR+IRV0FAjccFMX+xGlavh+akpPRl7qRxF9KesDDCKajPRdSTJoFdTcEGavzImfEhGQE5FWdoF+4/XPBmnwPssu/iWlGnqbsNTPwybHkZZG1Y+2AI/FTXnwGx9sH8aMfvc9aWxxy+6W2M2Qq8D9iI9LZ3WmvfaoxZDXwYOBFJqnuatXba/ea1wAuQXv4Ka+3nj8D9LF0O4USMghIQVRQUfa+X/65JXQqUSxONTLaIjOXi804jCMxgrz1SEgDHAc9GrMP/RbBnKaLX0wKeaOGvLKydpXTtH0zUoDzSMnzeCqIPxQTB1zj/8pj0I+djnv5NuPOZCOiuA1eea1Cs927cflvcGfbR5Gweyfk8gl08j2/xb1zDe9nJXQtqmR3gDoTCE2GdOyFnllkSij7XEWIsxvEgczepGOARYcybN8HaE2BkM9SqYKrCusBAI4FuG1rzMLsepnZn1PfPUZ+do5LtwVJxE3lOQkpBSs4eCqRkRcnUsH2Q1OFgKZc/SwBzMTz47x1VRlf0/BkTY77BmZufetB9lmJ6Z8BvW2u/b4wZA640xnwR+BXgy9bavzTGvAbJRH61MeZs4BlIiPA44EvGmNOttcvjax9FsUVp9frEkOFsJu1gC9GCDg0NvkczY6xZ49L716V4qW72RVF6qelfw9ylArGOtyCp5iHis1wOz/LRwBstrJ1H/IWLXYy2mp/0rRekaTzD+8LCoKs3oX4E3b9gUNcvELA8BQHDH1F5wO3woefDU/fC3VtZvDuboXcldqdIo40BJ2KocyoZv89GnsWd/CM38F7uYuaAWXcGgZlV/evOyekwh6FBgyYxbXfXfk+pc77p8VcnwHFboXYKVB01zIyC6UkgMoqh2YOwC7Yri921JmBqBpKpDvU58cdHVltMaO3iGrIYFyxKyfpUcl+nn6UsEnfJo+TcgKBn03sMP4niTD8xmT/ot4cESmvtTsSLjbV23hhzA+IVeyJwmdvtvcBXgFe77R+y1sbA7caYW4CLgW8d1vUfQRkOhCs2qbHmD2n93o+Cw3J1p/IIx9fWsmZddWEFTDFmOR3TxxN96bHHgEsRLPgqEhs51IVfCPwTsEFj/Ae7GHVGaMkvnV4KFp5uDub9yxkEUt3f95Ooj3M/Ak5r5RrNHnjAu+Dtp8Hz1sGcOk2Wqq5XEO1yDIGPCaBJxDhn0OSNTPBoTuA3+B63HpCGqtSmEXR9DLnimDpr+rxJX1YT88YtcPzZMLYRUdhrLltkTG7RADaWxbMaCdh5qDQgXiUa5vRemJ6CZBbSOUgzKKwlJe1PLRpk1Mxu3d51736ZjVw5/epuDigZXpNLbMafAVlWMMcYcyJwP2QVlw0ORLHW7jTGrHe7bWZwWcLtbtvwsV6MZC0Dx3N07NFBGcYKDc74GuMwUB6eGqzIpxpXiwedsJmRwpRfLwdxl7Kvj0+K+puAhyI0zrtY5GasWJHvATanzot/MCfVMCCqNriQHMnnOYqM5A6l6j0GwRT8/JvhNS/F/v7DIN/E0gpl+NqlX4wiQMBvkiobeAzH8XHW8xqu4DPcOXSnBaKJlOezFHRpUyUaAMoA+J01lgvPgfopcgqzhpLHqv7qAClA61y7I/NSlixPoNmWsmTdUZjZB70GVDuQdqGVQFyUGWja+5S85ZM/wvJU7P6BWFhGObVK0jgmA7JkoDTGjCKlGF5prZ0zizv5F/rigJFkrX0n8E459oU/lojSYhfmJ5xBWZzo8C/KItPyNDBLQMzp648nGC7aoj1Y0y8P1nL+BWqEvKAsY6a9f4QyyDPuLuN0t99OhsogWain8IYenDnG4eemaYhUk8GVGlSjDNwklLWYQm9/VYWVHQAl+dy/8YDBERy446+Fyh541afJt2eE//ALlDSj5UiE5liLejeCVDxczTmEvBv4UyL+kdudv9EX7UURkNCjQ60fyZd9L4vgeedA8xSorAczhiiwGkT3i7y4fmJiueVwHGwbwjY0m1C0YXQ/1KZFq+zNwaq2BIByV9glzYTlUS+kcC6UDowJd7pOAx74UvfY/b73M2VyL02WBJTGmAoCku+31n7Mbd5tjNnktMlNCLMaRIPc6v18C4dcnlA1k3uap3twWah7L2QU3jPU9mkpkp4X0uOUZlUyf1QB819K0Vns1v3yaFDijM8bHQ7yKm2xjuDGCQgW7aZcWZUUfqkHz4lEFVmSJ38hGpA6tYa/05evQvv/m6FjamE7Zbz7++sN+40UIZ62DOpfJXrNo+H/roXrHsLy+pGe30esDKV3GfYwScLrOIOYhHdz9wJgqYR7kdjLK10L/N4GWHMKVNaAGUfM7nEEKOsM0sPUzHFASQxhC+rzUDTAtiBoQDoiQFmZg2oL0lS0yziWSlg2l21JDwrXV3ID1VSq/E8+EE59/CGIDccEWFrU2wDvAm6w1r7F++q/kUVi/tK9f8Lb/gFjzFuQYM5piPF3EMkQ7UurMuhl3VufoF8tuksYxpx0fDAYevTDkb6Lbng2t5TFXfxtut23qVTL9NM3A8TXpBWBmsAM2LstnDWF+fMxqO1EyAtLFdWe1Ae7lKnFN9n9INBi9P7hrqk37ANnQVkAYh9s+Rt422/CE86F1uFolWqYqt9REWsTEaezkWv5W+5DSsD7uHNJiVAGeFoTHnIxVE70NEl1jWomlAKlXoJOjj0wXdm3NgbhvNxyOF0CZTQDjVQrhEPigLLouW0J5KmY2KkFk0Evhge8EMLRAy75mCwgS9EoHww8B/ihMeYqt+11CEB+xBjzAuBOpFQC1trrjDEfQVbZyoCXHTrirTnRI5TJz5pwfDBVayWKpXT0C1ga02NkpCKbdLNm8amzSBWs4SeidEIfi3z3oI85OrZ9Ex93Di9gQAE2iuEvGpitmm2yXHurwuCSAgpkitSF973uo+9aGowFzqu0AG0IZbAqQWuYvB4h/aUD5lq49CPwojPhby7i8Lgu+hDGKRv5DAJGgHU02MFf0GQPKZ+RGOdBZa2BF54A4XGo61N8wpOU3VzXaddu7tdJdDVGTFdI6dEojPYgGhGTO5oBMwLdTMAw6EIQyyvqQdCDIIE8E+0ysBAnEI7AlsuPaZNLlaVEvb/O4kj1c4v85g1IyZwlSo7YhBMIgmjSsRYw9c2wlSp+z1bytCwaY4yBtDJYGVzHvbr1dD5Ihw47zLZRUU1UPfaaTu2rORUEdxSjXHqiHc8xj+rAwxV9x5Z5r6rVRWjE90BZSMtU1NeXmvu+L8EPN/i+Cg29+eevIv2k5e5hBsIr4JX/BZ8+CW5az+H1GQVLjbRs7F+fwbIBeAsXcxtf4sYFijL78ohROOVk0SRNE0k4WkXZtbWCk+oFw5fhg2ULbAMqbeFdRg1I1YeZgHFEhKIt2mTYhTCGIBWgNDEUCbQ7sPVx0FjPMVmirIgUxtAU5LaFDLgmZVl7XeNDy3H72sdKAM1hNU/LikkGiby3qRMRJdFgvVWlY6gFq8A3fFvDCrVvdmtdCS3Qo0ktiikRgiNambyOYMpoD14QYSo7EJO7R5lGuBzR8kJ+9Fs/++/+xet232xXhFCNU/2EPsUIykpDKgpmd5THNi3Y8mF42S/Cb62F/HADVJp+WqEs2inllQw1TifidzmZl3At6YKTgtQ3f9gGiNaDWY3oAesps7IUIJsMxrKGRTMmm2AaYEcFJKMG1Eah0hKtMXZE9aAJlQSiDmRdCfBkGVRiiDtQbcAZP8cRWbLhZ0VWBFCuXbOfPfvGsFwDnE9J5FJ1qQ5uSfmy8/6kRbUcVec0eDODRrslaXqKiDomLaAXyi6a6qwmtB8PGU40Hz5lMvTSuUQBUz8rEKvf0iKBg/0F5rIenKyjM6Vch2K5oo41Bb2YclVBTWFU9NdCsb4Tbof7vJoyLUQJLXrD/uc65SygkfQAKZ4xT38mCnbCM/8a3vtn8P3TDvPe9Dojynqao4g62MGwmqeyno8zzn8zO/Q7C2zhnHAnj9yUUZ9wQOnon/2KFKqwahr9wS4zKPc1XbkU25JouOlJoCeMBSSDEfFLxvOQ90SbzBPIu7Ly4eoxWHXSYTTJz7CsCKBctbrN/Nz/0kk2Ir7KDZQ5w1pBVkOA+hqegn/cGqb6Iucpc5UVKGcQoJRX1ybkcQ6zYWlyKSdJFTJd3GuxJ6KYoVqjAmXhbcsY1CoVIH0f6NouPL4qzqs+N/FwKnL4+6svwS9C5/sk1Qc9TYnuhpLXlFIu0OMf14+aayTc/1+jzFUGo9U5rP0W/GobrrJQHG7fULDUxtM0ynFgLSPM8OucyDf5Ifv61yCkd0PCIyczNm4Fs4oyuq3zvCqq2vxLuRQoY00VMBXxNYYxVCMBxWodKnUBym4EFRfciWMwNVm/PjoeGsv1tvyMy4oAynoj4z4nf59v3fh0JC6kzFctmFiltC/blGaQIo7SSo4mvUjNKwUALa6gNRa1yIOa3HMIUM6T0aXoZjBblXGmmKCDRQEz9W5BLUafSK5Y5L8bSuzxAzh+aqMer4MU3j3FIGyu4zi8Wm++STwctPH3sa5t9gI3ICbyTtcuTcR62EwZ1dLjLlbsznfmZpRVQn3kcSBsdsBTPgJvOxVuGj3Me1SAbFA+c7VsxjCMczmTPJ81vJkUKcjbASYZZzeXrIX68WDWU0a4tf6nctyXa/7qbdSQ1Tec+yYwEsgxvdL0NjUJ6IRtsF0wKeQRrDkdWWDvmCxZVkRzhZHlIfe9hW/dqKbb7ZShQLVRRt1nzaQYp/SE62yuv1nOFD0sw35H3aY+OL/mooJ3hxIo/W3O12r3Usz1YLRZ4rwGdxXf1V23GDPKUvoaFauhNL19F6H+PmAgeGRHMnh0FRPe5jYejl9SxQ+y+DzJYY2yg5jYN7qX8gun3XcXIhaEnxHkH1fFnz3UDPdzULSvqAugAhs/Cr/0aPjzhx7GfWpjDvNAtZ+JDR1heRpV3scUu7wKpWdGKedtBjOBdNUmg4SOg/kkDyW+Uu0SFowBG0JUE8pP1JPtQVeqAZmOaJa9Kkycdpjn/RmWFQGUAI//+V387fuuJLWrkJxe7Ywd996jnIY1ouwDqXrF1cGvg2ohLfNgDn4FQyjRK0PMav1eOTmq4SpItimXMpjvbyuKafZNdzhlzWqM7qYWpw96mryiVt5ilzWsZSpQpt4r9/Z1S6tkYx3C4wOMyTgwOHYkxG8bBZYEMbu3ceDiPjMI20GR5GDoMQyUUGYAqUapUXBXSMzcCU/7PPzDfWBmubxKv0FVm1TwViZGE8MY5xLyOAzv7j+gFg9owpo1Ep3uGz+ahXW43g5f/N+qCV+TyzWZAGYtkEh30HMk9QTsONSPcSeXLSsGKE89t8fW8eu4bfZBlEtoxpTTr3Za7RE9ysGh2ohqmT7XwidHq7qlJpyilJ8Zok4/nxXuk6Q1cKMDSEFbqEAlUM6hqw3mdh+37e3wAOXPtSgtOj20n8YYcmAxccUgvWy9FZ9n6QeUfQU4BduzRBfUMKO7KNWbezpSfXa776dU5ymUKYwLrXejF6jPWiMb6lTFe9dnpGUefFeLr/lrpfTd8v3p34X7JlJJabBGxRLv0U91Uv6WRubHgFVUGeFZVPlPMmbdng+YgOYYpamtxk6FI+sh8riXRs+RQhBCI5BId6UGQRUqXVkbqj5yhM79MyQrBig3npBy8pnbuO2Kk5BBpZFMDQ22KNdPUO1RzS/NK9YIOZTIM0wmhMFwMJQIVXH7zbt3tWsr7nqUKa6otdfbpzP06qJR+4ztXNm7lqfNni4m0ZS71DF3GwqMqm1U8LPhRHxcUn+k/x0cGCRWl1oN6BYUF08Tmh1oLcVywC9X/BCtgodOFhrA8QmgDUraly9+/naXUvVSMrvu44tPO9LsZd2WUa7AboBRqF8Jj90BV66HjrvmQ6Q/iGgSvVLWdIZqUT4omaQNk1zCTi6lw6eQ4Pb5I1AZp1xhU5/xYjn991T8YE8gvktbgSiCIoSKu+TAQLhiRv29R1ZMk5kGPODkvXzpip2UnV0BsI5capvSL6mecUWYEDHlNLijIKklwzSC4kdCQkrwVfKzhqPVB6nFGWYZVOVidNnSsgJ3m9J+brpt1wBz3Dn7XbpTT2Z0l5E0NuU3jlB6DjRoqsFgX9SPCYNBGp9GpAqvKnc9d9zYYsIW4VoNm6ssJfVwIfF9dirDGTjaLiGS+XMK5USjshYhc6sm6d94MPSuorOIH8TzJ0Rl3lcRrT6Eh30b/uIsCQcvljW54D36Kro2tJ5PH0gDGKfGCPdnjk9RsC6CLU0XaFGurGFwfjla4gOm6/IVK5zJpAL5Me7kYcmKAUqA+12UwAenkae9h9Lf6BN/9X+1Z9QEV/RRs3IwKh3SJaRHhTmqzFOnQ+DK5OeExESk1ClYTY+TsP3Q5DgyIGcoF6XvIsCpmk9C6Z/MKbWk2xETEK5s38TeuYTRXbXBDBp/POpYV2VJv8f7PGyV+tt0TOtcoEr4HLBpCiamvfuBezZqfUepmqh+wrJORhEChho8uhtZFGwUWSR8NaWVoEDpd0s/uqWavJL7DWWFopjSplUTvCMOu3P/HU56GtxcL4s1LoT1B4jeg59RpL4SjfbLAzBMcDnz/BVzrK3D+DiDOdz++X5MYGlU8W04jRJnnh+TZcuKAUoDrDoBIqbIGEGASIFSgzOqeQyDp9KHZhHA3EvIdurczQT7WE+LUWKqZDTIaZL3XYCaSyNGo6w4ktFgjgazrGeONfQYp+AURDNSSkrmfq3vShMKEZN8DxLlldGxr/gOd87Mc3xWIwyHsiJUAdJbVS1kuIGGKUM6AGEwjqLeABf5ZKaAh0xLAjC+g+qeRBR8E1gvvONuJKNceQgEFNe6bVsQBI+QfD6leGkD6E2pj9kHSk03UmtjirJSede7DqUHOKlvhwdMw+1rykC5TigHFd9H7dOgusjsU9IMDCHnkLEJuE8ORi0DNbtV1Gg5ytLH5Mi1aAFhBrbOsfzuw5AVA5QAW9bDmvosu3vTlLm8ao9WKHk1foR7HOn1uwiYYYyU1exjjDnGyFmNDEc1vBUa/P6aIhAbU2CJqRKTMsMsO8kwxFS4gzVMcwodzqHMKRtOtsZd5xSy0le3f2/tYj9fm/8BF/ceQaNm5NIVa9SDMEqpWS4ElP5nxROfDqSYrdk5qYX5nDybh/NahH2f3uGa3L4ocPj5kr7vwGfVKxBOUFaGgMG0FLVTc0of4GKi+0FpBqsm2kSexRT9Rgpm4PIr4b9OhjCQ9lE8X7QpvEjYAex9bXxFXHk4E2RcTMgpJh+sD6KX5seGfhyilxkIpzLwM7+OybJk5QClgQ3HweTqOXbv0E6p9B+9zBmkh6+mNIduIqTHJLOso9MvzKIWhsbBfWyBEmPUe7kOfykwObowOmTAjLGTefZwN9u5mzoZdeBMSrNPTb9R4FoYSGuDgi6fSz/Dr2YPZtO+BqZiCPSnmq2jLi+1QH2/lg44hm7GZ+L4xXky5B87RVEU2GaArAdd50AH6OGI0qY0Cu2HlNUXoC6SgvKJ6M0ouIbeZ1W//Jv1R7ZqeJrqOEqZE6oUAh/5nPpo5mHsllJhVa1SyRQHpIsqCCrCKWj6LH69f90WEFHnPLqMj+UUgUSY+7seibnpcEWb+0g9+p9BWTlAiaRVVRt+Zx8urVUgWskMQmKOqdJjDVIpeAulrqmZgWqY61BW3UXDN0r2UW52hJBLdAyp7mKBVeRMsg0L7KdGhx6WGmLuW8RHeReLreh1DZ/j+/YlPHzmFOo2wnSAVUaqvmiQvcdgTEOVNKUL+qJjFQaD+pmVmls9CyYisj2nxM24g633DrBc8c1RPbHPMVSNUJFoFPqLeOlvq0PHUnW5oHTsKUD6XdSfGZTG5QOrphtm3nHcda2bgdVGFE2NB6lWf1Ag0x6gUe/+LOT9SPwghirnMEfbQqZA6SulP0Yx/gfXxD/da3UfXVk5QGkhqEBYWSiaqmIQDUKCJmuQBLg17jWOTJoKgDpktfaLdh4FQB1aMDjsh2vYqL6TuuOcBcwT0+FGbuxD9SokRW/xslstbuO/+AL3tc9jbLZGs1ul2gVWGXHvjVACpWqNaob7RGWvzfrNkloXDLZQdCDZD3kM2Rzp5F1U1hpKYNGKTJl3h0sVP6ByMKBVPkxByWLQ7b740W3fnF6qDAdcFrmmk6dhYwFxWLat/mxA9PcaNlaWgB/Q8dX4wd+eAWxvSzmz/q5qOaiG+eOWYz7JeywrByidNA/6rWgLqhOdyCBRQ2sOgfRHZeX5IQIo+40aV2r16jDT7T5tuokoIwminK1z+42QcBM72cfOJehnCV/gYzyRB3Gh3QDxKOH+UcK0IhkViSkTkdTq891+ynoKbHkjRQEmhyyVctamkAqtWQSmDckM82M3s9psocx+Ub+qanZLKV+j4ofpfcDwQ7saaVJvsKoyC/Ge9Jj6rj5NFT2WfvZfeg3q+tD7WuBJ1PdAswXBRBkjhME6Hn3RRIIOpXsh8Xb0fZaDoLkBSFIIU6fIKf5r3M+/5WMAdq+RFQOU2tWqh0CbBqJFKjGoifRDrSzmx8PVBIdBRo7xfgMe/lAyc2Jvm/5G6dIathkD7oMsR/NVhPhy4OUr4km2z06u4uN8hTXcjzWsIc3WMjmzikrawI4EmIYpT1wDatbFrwyE7nOYg3UDN3QAYR1Axl2sMdDtYLNZzL5RuGAt4rIoELpSk5Ikr2CzlLw26718DU6nFz8S7gOc72gdbiHtgnodwznexdBnH6yUv6qllDSStYAE01CZAjtR+us0cKYY2Af5Ya3R51z5ADpIEYJIXD8ZZG0hGYQevho9hJo62jTHZMXLigFKkJl47iBAOYEw8tRYnKQs7VhFTO9VlEDou540Pq3WrBZG88MGaoXpsFdtVYeh5pf45niMhJYeiVDLv98/p2pT690vdwMZlg7/w8e4kICTOI6Y44iLdUzOr6LWGSeKIkxkoG4wdevUYgv1QK6iGkClA2ZOwNJ2wSQQdqA+DZMz0NhBYe8kN9upjGzGnDgL5pEIRUdtQj9V09e39dqHRVtz2OmmWqCigH+MYRL6QmFXBVAfWJfjO1WwWgjg/NPMQq1VPvCAsgMMRPp0g+8n9durx6JaK5HAZQHtOUjaMOqUWDPqXZ46wzVOdLTBctiUOibLlhUFlHF7YX1ANcXVlElr4whoKUhK7elyyPkGov6vcVWNpzcZdMv7+Tt73O9G3HubktJuhn7Xcdvui4D5N4EeTQTKFUrXIsGUDju5mqs4iSYdRkgIyMgpqOa7qOUB1awOGdR7FaLWOFRzaDqgqrUpKiHUO3DClQRnXY85Zxts3Q/jc1BPMc2YMOwQmlmYCli1bj1wOQLW51KCmx9Z1iwan8PiA5cfLdLR7UegFEx8rdMHHWV6Dzvphk1ZH7h1etPzQ0n2VwbstNs2g/ivfTPcA26zTyYcvbUeJVipbyYBrH/9ajO3KGui6uSiKao6ZSqfU/Ze04YsAduGfA6iEZnTSMA0hm6Ve4Zli2HtAVCuHptjgLlsWTlAWYCdhmIBErClNKn1s2p6flBYQwbKyFPQhNKP2UPATj1nftAYymWvT3C/bbnfrHPv+ymHhh5f9aYKsoT2ncCttF1EfB1SPUevrkZGxPvZxiwBT2A7d7KB1ZzEatYzQpVmbonynNG4wng4QZUKSccSN+YpJq+j+eirCB91G8FZu2HybqjPSQbK8ACwwHowpuHsvhkGNS+NEkO/NNkAsdsHSlWFFLxy77MPkn5U2gfKxXygfoTDN9H1Oz2ePimNjqhmqxxWffnf+VARQxCUl6a1g/3GssPHV7KYTgS+W8AH/TKfNECmozUdYBYqswjJewTMmKvg4+YoswDCLVfB9L27B/udBdIcogDCY0C5bFk5QJlDME9//WEVpeuMUw5jjWsoCcQXO/RZ+4TP//VFdRc/CBQgOsted85R4FbKBQtUvziXCgWhGx4OtA0818IXgG+RkfcrYOiRTgPuS48xruRHbGE7q5mhThXLPuYpWMs4Y4wzR5NODibcjj35W6x9/jZGf2E7wdY7ZSHnQ0kfmxJ31SHCGPDpNApUqiGpXar2obaKpmr60V/fV+i/fKfHocTnHvjbfBl+qot9p9e6EDnSgA0GM3L8W8igBF4/X8vP8lno3IPatgW+BkzEsGY/MA/hpBwqjKHaE7BU5d1WB4827AQZuoMF73zR37kNBeLWimNo1CAcrkx1TA4pKwcoLSRTwmgBefANYBPyoFVDVIVgeAZVAPWTWjQwo9/7EOAXdFHRIaEm+iRaV8JwGeNcU61zZf1+3F05j976ET5/8vnY0S0EjbUEdYOpiXllZ6GXQV4UML4Xat+H2QSuG4Ed09DeBXGL25nho1zLI7iLvcxzMnAS69nPiXSxxOyBLT/k7OfdxfoX3k54/J0QHDLvbgFRv+QoJXHKD/VaxLmgDFPVl7sMennV7FTd3DdxfRO68M6j59bo8dBM2C+GMSyZ9/Knsnzou+H//bCdihGTumfL21GvQb8Tac/qUoKlFmBW7XLYF6r3qGCZkgPXAWdn8ujzFtR7EPbAdP5/e+8db1lW1nl/1z7xxopdubo6VXd1ktR0AGlSI7QkUUBUHFQUURzH8Iqgow46OPrOGHAMgyAzjCKIKOFFESUJDXSEbujcXXTuyrduPGmH9f7xrOfu5+w6595boatOdZ/n8zn3nLvPPnuvvfdav/WE3/MsYW7VRiVBaNElWgbv8n7ZT+Fb6dSTIVTayEOaIkvVdqDdhNrgjPjTSgbntsXQehxa0wJgq8hZbKqPFTtKsUM586LH/nAk2cRChQLkHHCIiEPVbUyvvZR41/dy/5XPoXPRdvwlozBeF9XRHkhx4CC5M3MO6JwD7oow5XvI2vBYB3fXg/gv3srMvX/Dnn13A9fzMHVGuZKIh1go/xMXv6zBc3+jTf0Zj+DKneNwxjcQ/Vij3Vp9RzVK9bqqw06nkaKpGZPXeVOtq0jnUbG+vuL2lUpRk+t1zJUc34OPYW4h545bfvqiy8CWzFsgj6LrhGD5mh26tWxREzMcB/E8Alx4QHyUfl5ebl6AMwtFKkqhA2Z18BVoOUhcb2Zrr23WaaEA6xGQTDxEmbDGkgSStoBlnEHdD/2URyuDA5Qt2LsH5jriH6wScIY8OU35jUuJ6gWQa6C9wFOPpyBcRqCkE63nnk1XcvuLf5j0mpeQXbYKzgz+OrX5VWGqmQNqbGMneY2GVeT+/iYyCqp12FzHX/Bd8PpLmdv/g3z9xu+w/uOf5oI7Ps3e+dt49mSLl/18mwt+ZYZoIg3OrGMXTwfYg2NVaNQEOYVegVK9u+pttUMz15hyUFEgicmjITYgU6QK9TPHrV5vvy9qzva4+n4U7O2sBLNtyLw46RYLDXnwaTBl1CdpAzfqn1Qw1Hcb6c9dDjGeeeA+4MVtWJiRW5UtQLQgtKFkVMgL5aAQJ+HyWtWcCaZ9V/uvneCLd8RuUKDsJFBOkaVq40CzjWGhDRNLk5WH0kMGByhLcPj+bnqylmgs0pQ11KDsCjWI1DulRlLdHMuTG5Upee0X4UyWeKB2KV+87IeY/9FX4K/ZBTtc7vUuKjAluovwWNVUWepqUWqjNDaivXsiXEmtxuz6C5n93l3su/dtRF/+d77/RZ/gvJd/FFfqEaA5ZtGGxeHqIS9WoQmfCg76nXIA9C57cm1SfZopi0svLJrfHgl7KY3G+vL6Rb2h2yy3wKztnifX9nQZDutGsBSkwnn8C8GtF3vUOUON9NBWE17dCQ3TdkfO19TtqkVrDmTuapjFMYfnK8DrYqg/BvNjkNYgWi0xt4kORI1wN0sQVwTHMwdJJUwRrpuu30dPXrzberXeBw0yhnpbDJg4aJVxDH4WcfoP5ahkYIAym4Ld9wl+rEJIH3ks8ciCYPZ/7UT2YtbSPQRL5CvZbECCQ+OUuWHsu/jCy36Fxpu/B65YK18U7Rz7uVePtY1Rc85igh27VqXV/ceA2LFwySicey0/lb6Ejxx8I/95w3/hYvc1Kj2XUVi5SNP2ILp6goCMIrlOHdowBZtieEAbrwxUrWZepATpsSyncalEZ83tU7He5yIIFtMILUwU21GQuRrMbBU0yjx0gvoVp0i+YeDudL20DYnZZqP/lvMQ42lzCM/+sMf9MeyYB3cI0jXg5oBpiGo5SzMuQVITpTaDRS3A9m3neuvOi3fWh+8zyFJZqjaNheyedSBOxE+ZxDIvDOXoZTCA0gO74ev783owlnSi3jJLAS6K6kY6/y+Q60N6CpDCGSM4rhs5l3u/59fZ/x9fhX/OWrHvVyL9NDzdrg2041VB0kZcdZzbWrPBDzCdlfmHm7+bL67/OK84+7P82ro/Z2f5OqIjAiFHIw8AF5DnottanhacbOBEG2uBSIHSllK3jG0LXvqu4NvP09Yh1590mwKU/awar/UVFqUPUD62Dg6NhsJDXmzSjhf06FrCw5rXmM+x+azpNhY8RSsNgW4S4CZg5DBMTEJ2CCprwY9BqQJRGupDliEtQZZBVglu7EzA0TnIwgg9gq0R8F6noLQtYOt98Ee2xPROOhLQSWLZ1kokAl4bRr6PSgYGKGdvhvsfly6ujMNiLofiSi8/pRpnNuqtfnsQ8N0ENMqTfPCqN/H4r7wdXrgVxlx/8FupLAeeajtZxUrVZR3TtkDmGBA5puYn+b+3vpbPjbyEt+96H//hjD9gtdt3jM1dQLLV58lXstS6W9a5oaCnIGC1S6tJ6ZRU3EcvUs1Y65foBWy9rkY9dFaTbCAuA/UbaiBJgy3qcOmhvfoaPHyu/Hx1Cs0U2l6QI7PAr+TyljmeNQ/U+aypnxohF7DMSHmEfIr4EnBuA86bhWQG/Ay4VbBQFZweA9KyaHk+FlCsVKFcgXINKgE4Y6BcygMwpXB7vIfUhyfmAyB2IG7LezkVXnIcC5B2OhLPajWHQHm0MhhAmcJDt8PBNI+/6vztWLqEq4rqQcXIt8o24PPrr+KGX34X2U+/CFYHYCja7yfKJ2iPaxNgrNKkL0V09Xsm5DWK647HW6v5pTt+mX9Y80p+/+Jf5Iry54ncymlCcmktHNPkSwGXkQGvoKR3WZ0dFnQULCwdRv2U1vzW31uNcjlbrxe46axhe4KCtGqWLXKwUtDsdwMm8F/dhSvNwlwV5psQT0iEpWtNdhvpVpC0gSyrXdoAj/y+geer5moeBG7PYO1BmByHyjohnpcDndONClB2AJdCFEp2Zqm8qMn3kL8DR/RRB/iWaJJpJ2iaSTC5Y9medCTqnXagFYt7aygrl4EASh/D576dA6NapSrOvFtGjr7qdCfgQT481wCPuDE+c/XP8sDv/ypcvjb4qTj5RUyt70ADPVbhUpVYo+lt5OLmIGtFfGXuAl55yz/wjkv+ireO/RFj7oGjwPWMHBAa5NXAVSsr+gn1aUAOkqq96f8a8FDwLJrPFmig9yyUk7W7v7e+QQUkSwZX1qsFyt5RcN+pw03roXMQklXQmQPvzL2YJw8QWV6oStHEtpqstC2jwxwR95g2qPl9YQtKs8AclOdgrCLaY6kuQZzYC5WnHLTDzEQgS6FTZ+oHD1okgIsk2QgvinFiqtmlHXG/ph0BSY16ZykcOAwb1/e8VUPpIwMBlHEDvrZP/JPT5Cs8W0VM3201INU2YyRJcDUSDCqRl9K9o3Ymn/uJ/0bnXW+A9VH3WLbyRPHKeqm3nrzgt8UZDahqiL5KXiKpDqSOQ+1Rfu2Gn+POi5/Nb2/4SbZGdyzb9Jy4M01EG8lkd8gdU2eG8gDsr9R/2SSnzczQrWlCb6DUUWuJ6sWQHHSb8vqkLZlbQWkBCfEpaFrfhe7bCygj/L3n4e5MYC6SOp3ESE8rkQOkzRG3GrQnX6O9bb7TbCfxrybAbXhuL5z9AeB2D6VpCepMroIJB81IMmRcuAVlBy7QePyoRKmjCEZG8juC3uEkv/s6HbViiahXU/F/umbgU2oQpwOdNvgOHH4E/HlDLuXRyEAAZXMWvtHO6dA6PNQn2Y/ODDLU98JinfEK0q23AV8bu5zrf/0vSX/+UhiNnjgwPBYptkU5T2oJ68hQ7ibIqFgF8WbH/3n0Cu6c+gR/dsEbeUbpJqJlOIUCKwfIUxgXkDul1TiLFXHUCaLm7Ry59rVUFFtFn2RRZS6209oBCqgKAeoT7BS+swCt4NzbFeH9BP7rF8DBFs5Pkdssyv+0+eEdcxwFaI/cK6UmWX5lB7+4sFzCvWEvKzFSgm+8ARsfDHfiTAGppBKI5+VA96+IdVVKRKuMQpCnSMCoFc7hgU4KUSImvEsEEJMY2p1gkgeN0ns4cBBabRgZrsi4YhkIoJwLNDwNIajeYbMOoDtcoBTp6fDdNvJM3bOBj2++it1/+GH89+/onSE3iKJKlQ1Cq8Jnk2YAP+m4Yeo8XvPgJ/hfZ72dl5U+tCRYSg7OAqLjnBMONk5e3rhf6bCUHCDVL6n72bC+DcBAN30Hs20poNT9rV/QmsP2nAqmev4+ktbo/P1ZjHidQst08yks3UgnBl/43xbdSLs+e1IcbVrALaaVVvYCd3upgFfaD4dXQbUCWR1qNTGvq162eZ1bKgKgesAoBHMcHLGkg3InXQBLEshaokF2WiGYkwYfZSKHbCwMgfJoZCCAciaRiLQC3SjddMSYHOtsV/bIEK4gRtlmRO/5lwtfwe4/+gv8S7YuOYYGTiwzp1ediLLZHioYPzK9kbfs/0Pes3GUV0fvXXJhhxQPPEqJCeTGaMRIgxfFxigwWKK1AmFmflP0L6gfwT4pOBI4+4ma62pmq6mbmJflW/U7pqNz71m4W7eQA7c12xXwNMPI2jMKlOqLVI1TNUgxwxNSPJ57gOuWuJo7gF0eomloHoCRsgTjmyXhwI+mUKuLNpg2wdWgGqLjzkG5nFOGin3aE/ycKWSJaKW+IVHuTqAHZcH0TlOYm4c9e2DduhU8iqEAAwKUKQJ2upSD7fY6HCP66zsjSLefwPHpXdcy9f4/x1+19cnhhLHYUlSmImC147F0PW/r/AaP19r8tPsgVfwRRnQe5GrgOYyjDIzhqSKDPioArHWaKoUm4UhDEI58apADU/fZ+wVcjvxti+58q6Uo132O6Sdof2g7Y4eicM3FXqT+1zwo082ZTAv/K01J7oWnTUabeRL+GXh0iSs6jADp8xegvAcWHDQcjDhJAEtSKZZBG1xdKgwldQE2EKpQqRQsrR6uXpvbrYynLMupQnEAzTiBuAkP3gcXX/zkGCInQwYCKC1rD470RNn46TR5lfPV5MN5PfD3F13F3r96L1yxbbD8kcuJjVZZf2RRLK2vZvYtwz63lXdnv8OG0kF+gH8iCnfP3oYKME/GOIeRWpmPABVSVlEqkLD8or7ucYualIJWkUulWpp9anYfC5T2qfYTG13O6NbuUvO/Ampv/2R8+Gz47CTRYi169Wloe2zEXI+r2qNuU6C01KQYT4uYJjFNpvF8vW8rcrkP6adnzcJISRwB7YpYUK4jjKVyS4r8ujHRDrMAlO2S+DBLUR8iVCorhaQJ+HbQKpUaFEzvtCNaZyWBB26H1kthZJj3vSJZFiidc3XEH62p1x/z3v+Wc24t8HfIGl8PAq/33h8Ov3kn8Gakp/289/6zS51D44q6bKwnHxJqaWh5tAihTR9GPG0OKY17w5Zn89gffOj0A0kbKNbolVW8rAneMduKeZ0l2Mc23sZ7GeX1fC9fXTx8t5fQM88U41TwTAFjpHhKRPguFqonoxWeh8ctqrZKIrdBGt1mfZTLieVe9ropEd3cTbsEg2p/ClzdIketM/WZjdRv3YCUqSjjjgBn5Uza6Ly+dFayIJqiUwi0aDHDPC3uQGhAy0mK+DGjBHZOQ7kOC3ug3IHaggDa6ETQIhPIRsQM1z5SrgpR/Agt0EM51PvIMnnhpQhH1hbAdV7AOGuCn4f5ffDYg3DeRSto+FBWpFG2gRd57+edcxXgOufcZ4DvBz7vvf8959w7gHcAv+qcuwh4A3AxsAX4nHPufO993xGkXV+Hnq5pY2Ma2pALgO8g4NhElo59dPRc7vqjv4bvOev0AsljFVWybDJNkENs4a18gA/wGl7CnYtDvo64NurAQTLGmSZmIzF7kcEvPJQyZUqU8HgSkuAb9vgAEq7L92gzbhT4lkqztA9nOeexJb1bjVV9iNZHeqQk8zuY/kvPzvQsZBnhdfhww/JWqMmdmvPYGps6MSjfsokPmmxKkzItpoEPI5P3SqSJrK1UiWHLNJSaMDMHrU3ip0w7UuA3agrP0tUEGKOSFJ6i2p0l68KHOAwg7+UFUEklyBOHrJy4BcwK+Haa8K2vwjm7AhdzKEvKskDpvffkrAddZcEDrwZeELZ/EMnY+tWw/SPe+zbwgHPufuBy4Ot9z0E3E0+Tx2zqokNMlAfD9jVImYdHKiPc9Pvvhteef3oFblSs9rgS953+RtVrG+ABcPA4O/ll/oyP8cOczR72ANvD4TVZsUGLEgdIaFAhos0oJco4Knhc0OozPSQRPsBnA2tmu8WGW1pPPyma4cpdKHpULSAWa0EWzfIjb433VfZ8ZoL6DWcyzRQTjOJpEeGCwq5tWAiass1jV0qQgrMluouZn9CiQZsYz32IuXU0Mg3cCHzXHGycF39kbUTSDdOmVBkqT0BlBFxJcsPLVUlDTMqBg6lE9HALonAJHtkWRYEW1JaURa1H6RcgbUCzATd/Dq79kaH5vRJZkY/SOVdCrIbzgD/z3t/gnNvovd8D4L3f45zbEHbfClxvfv5o2FY85luAt0A3Y69KPhQi89IhowVK9wBrKXHLf/gvZD/xOohOY1VypQCpYhk0cORaYDju4Grezm/wAX6BzXS6DNlx4ACeLSyQ0Ql61CqqVPFUcDg8jpgKUQiBAAEoxUfpgv4vENcJ0Lqc9GLFKujp90oMs/5BNY+tNttf0sNnsff3POe2x3mYO9nJuaSBylMOYSxJVmjhQwTckYVr65AvL5yGa0vCdzEZDRaYp0HMXjyfRvri0cocolle4GG8DeN7IB6DzgJUm1BuQG1c+JSa/92pSiS8lAqVKCpBGgpolMJIdghQpjH4oDlqtNsD0YgAYzWCuAb798GOs4/hAp5isiKgDGbz051zq4GPO+cuWWL3Xoh1RM/23v8l8JcAzjmvjnCd33Wo6NDR10ho9Drg3stfRPI7Pylk8qeSqOKmqrY374TPRPwTP8bvch2/zd9yENFktpAzE4V+HQOzNHDE1CgHoAQXzHFnUtQFKB2eiAxHGvZsB8DpliM7QrGyKOSaY/FCbODGpiAsA8h+hJv/d501t+2iw15Wc4gFDtPiTCI8FSIqRMGl0AmachRcC+qoKOFpBm2zjQ+aZEaLOaY5zCzzpNwB/PPSrVlS5oDbgB1t2BxDaxaaAShH5iFaBdURiXiXw6talWBBGniWLgyMdgXJykRMb+dg/VrYuBnWb4Q162BiDbgJyd4pl2G6AW40338o/eWoot7e+2nn3JeAlwH7nHObgza5GcmLA9Egt5ufbQMeX+k5il4nBU7lW2cEE3xiO7O/8Sewae3RXMLpLRaLbAnsmO5FE53uPsIHeRdXcwcXchszCFNAa9/sR8j5M6R4ZugwSYcOHigzSokGjohyKPCW4snwRHjKpJSD7l+iSVQI4riejM5GeFfNUt5z2o7yG5PCS4GyN0iqct32EfGdMbN/vMCWdIHZsOrkAg0mqRBTpk2ZMSpUKBHTDuyAKLyLButCGzJSEmIiYhLadGjRpEOTjAYlPk56TNqklRhJAWhnsLkjqY5lmbvwB6G1HpIx8CPisyy1YSQRLZOyaJalsvgfKyOwZQdccBGccz6s3yzBnyg8Cu9Cd4mFJrQ6lfOmATiH0l9WEvU+A4gDSI4A1wC/D3wKeBPwe+H9k+EnnwL+1jn3h4gCsxNxyfQVzSjuR6+weJAAVSIOv+nX8C89/6kRvFGxiShWiVbNUgtyGpniPH6bd/ARfpyE1uJiBxECW/cC24mZJSGlRYyjhKdKiSptfFhp0uNDfLlMhKdGTBY0sBILR2QFCRQVNX0N2WlpN001spk5cGSkuTdXUvuF+LXLzDW2s/s3Ycejq2mwhw5lYip4xkiYJSWiSpUJRqhRYp4mjoyUEiUcEZ1FjVnANyEmJqJFyjwtWswDh3Bcj+cLrIw+v5ykCFFrAdiawOYWxPNQj8C3oFQTkzkaBzcCjSpUnIAkFVi/BS67Ci69DDZug7Fx0T772XYugGc5hagNqe9dKXQouaxkHtkMfDD4KSPgo977Tzvnvg581Dn3ZmQp69cBeO/vcM59FLgT6fFvWyriDVLyaSNwN/3jmDrfTwB373ohya/9kCTKDiUXixwqDr7J9/MXfJxf5qPcQ16Po4I8OEn68TSZp7FIRY+CWZ7gKS/68kT38qS0wvdp2Kdboh60nVwySoaGdCSlSDVIq012A6X+Sl+H0nF2/0mJsU9sJGOKJjEZdVIiHGVGcCREeEaZwjNDRJUWZTIqASgdHSKS0CpPTEyHNiUWiJlljgYH8TzECO9ngZmln8ZRyxRScmRvW2rRT2RQPSSE9EolVEYfg7lRSX3cuA2uvhZe+HI4Y4uY5YtM0T6o510AxbK49b2HRiYplEOk7C/O+xMxJx6fbHTOvxCJaN9Hb6pFBUm42xJNcOcHPw0/cvXp+2CLvGydHWzGX68Zw25TnNEKCbbWpWqcJsg8wT18khfg2LtoxI4g/sqDCM2qAuwLzZgkCvXPxfR24UBy6JQaKeVwEb1CNLo8mZViGbwyVdziQsR2DyGXu0UYzPuo7a2LMWk/wr1f3sC3f2CM1YcepRQS5CPqwSMpLakzQoUajjopjo2k1CFMAgkVvAFK2d6hTcoUHRpM0eYB6nyQJl8iO+oY3NHIKKI8TCAT2wgwEkyv5gZ41Rvh1W+EM88P2qOKW35Y+PBHGAIwm8BYWQI8T2Vxjlu895f1+m4gPBMpssbNJNJB7kBWRLSDIkEw4f4XvQFe85zTFyRPlBTnt2K1Mn0F7JnjfH6Tt/IB/y4extNwoWINcl/v8PA8YM5p8bAsGL/ZIpRJpDgHRlVClPtupUh0h25lV+BPTHfdTwGtFIJFVou0x9J5JAMe8RUa39jKN390mjMP1UmZpxoKE9fwlIkp4yiRETFHRoWEMWCMeWI6eDISMuKQ7KTTiLQ0pkOLOVrEHAL+nQ7XPcEgCeIWeQB5NmOEMqUpfPez4S3/GZ79fKiNiVZ4tEPBhT+OoGGWYCETc34Y1OktAwGUGRIBrCEmx1rgC0iUVgdICZgb2Ujnl34BRgei2SdX+in+VjNVdLKxkcXsHceN/BRf9H/N+W73YvJeDSkYu8rDF5wQ+pXdaOPNpm5s14KSmlhUHF8KoFZSemVo5qBTWkT67liVXp4yG1XPbFHiwKEz+Z3/5xA7Wx3+5sopkpELcOOiAVd8jcjX8TGM3NNk23ST8+IG57T3szktM08tgL4noUMbKAW13Qc/ZUyHJh3m8dwFfCp4Zk+WaNmOiTr8yI/Cz78dNmyDeu34QM12p8gJULZY+dJRTzUZCMTRrL2DyEBYDTwX0SwPIhrOamDq8jfACy94ammTvVx4mpSiL0Wrsvley7MZ1a7jNvNH0a/xZ9lbyYjJXF6dMnYyMd2VwhUR7A++LC22ntENiuo9VOu/aGYrNdw+KtssSwG1iQWaI6QpqwvI4K2Tr5oja77Xub2zjv9400EOvL7NF0sQT3bw/iDUy1AtQzYG7Sok40RzJUrNVdQadTY8AOsenOPZtyWcNfUgF8VzjNBhlhLjQJmMORJm8KynTAbcj+P9eA4u97yeADl7E/zq2+FVr4d160PE+wSMgcXMfQeVsgBl/cQc+kknA+Gj3OCcfzkyCGYR87uGOLYTJI/W11cz/6Evw2suPf2f5NH4KHsBpW5TbrQL79ZXFZEHlnPblioP8eb0Sl6T7OX+KpQz6EQw6iHOYH9bgOx7R2HWyfNQ82+MbgtfwXGU/jOu3U81U11FHLoXi9NmtsmLnlgAniXU7fEl3p9s4k+/cYC5pJMjua0KX4ugNCGLas9kkI1La+IIDqWQrKcytZXV+1ax4dYDPOfbd/KS6YeJSImC22EB8RHejqSefafPNT6RcvF58N//OzztObBqAkbrJ8Y81ntt85w6SDJCjdN/iB2LnBY+Sk2MqyMP6nGkk6bA04AbLnwVfM+up+YTLIoCw1JzXIYgjvosQ2Cn47byz+71vKT5J8yVYXQBGnWoeHAdmEhgqgyfmodnjMN4AMsIeS7qwbMAZ6tZFh+P1RhVw9REgqJoZ6yFfebC/rPhUtYAs77E72Qj/OOex0g038umgycBDKMyRBWJgERlKK+GVgZJA9Y4aO4nXvUYB9ZnHDh7LQ9duYsv3HU+L/z6o5xz6F6eTRsH3AB8CHhsiVt94sSGumDXTvjj34ULnwdrJ6C2klX2jlJ0ntUu0uLICupDGRCgtJzpKmJqTSC0oSnAReMkP/RLsirTk0UsOVyfQi/tcanfW9UMuqPdkNd4WIVBpjJ7ox/iXyp/xZbmAnRES2t60S7TkP42n8FnM9Est5bhgBM3iDIf1TSG7qqTxcC7+hMh9xLYQJC9XG32qnAOPV8JAc2bfZX3NTK+1pzHb0KTaPKFENvhQkZCTTJXhUodRkvCsm6FSiJRCcoJjG2UEjvjM8zXbmD+nPU8fun5bLj5Ym762s1EC9/hy2QcWPIh5DHy3qIJ+fqw9IEdGdGXzzUgZtc5Gb/4n+EZV8JkPVzOCVQSrI9ZywXYmrA2f2EoAwKU6gtTH5ZDmOodJLn865ueh3/NzifPk7PXcTz8tWJoWTVNRasKeTSmzGJwp+2ezr9Vv5s3Hv4sUw5Gm9AsQ+qkVBeZ1DasL8An98FVm+CcCfFj2kCGLaOpkGFN6mIkXJmVtom2WFvZ7KflKVYB91DjX7Ma/7BvnsfTTEpHKQddVdl6uN6ak3y+rAq+CmlVSIO+DNWgK3XK0AgJ050RAc6JEWjGNM+9hYfG1nBg00Wkt22gffdtkoDdU8rItJ4hnnQLP958P0JeT4bQ6AXyght6BxwQc+6ZGb/4Drj6u2DCh+rmfVpwPGK7jz4/rdw1JKB3y0AApS18obSPtUi2Qh1H/Kpr4ezTrMRJUcE41l63lLJS3M9ql6oqZOTOXuUClepMRdeQtT7P/EjCeIiYpE78lM6DS6XazKSHr9wL162F522BDTWxblWZ8+QaZhEYi83RujwaDBJYyKtFaTzKo+s9OvZ6z582U+6dmyOteEFOrdUbkRcxrSH8lkpNtMhOGeKqtC6KwMdSx6ziJczbAqpt8KmUF6+Ugw/IwdqHaFx+D2xZA7t2wb/dA4eLy4ZBHrKyw8hG0arkziRlApfIV6ishX1mwva1bNt+gB9+K1y5C87dAOXxHjf2CRIL8R2eur7KXjIQQGnrwkBeQ3scaJQ28uh/eMXJX4P7RIidro9VVCNcyX5Fs93wKLtWO5iEmehHubP6fjb5e1hwMN8QoEyDNeiR6tptD1kd2rPwuQaMr4Nr18K2KjSDhtkkhwQ1rRPTHB3njbBPgpjSMQIdTfIc/nngsC9xP44PNTPu2++Js0RItinisNS+YHPcvYNkRJKiZ8eDCT4S3BkR+HVSMdd5qQqxKvglogRaCbQTqHWkNE8cGrVmP5QOwKyXIoEz/W6+PqAq0mtteibkkSY1wVVfXhP2FyfF6sl53vi6jO9/BuxcK5XOmch5j0+kFOlg7dB3a8fA03wyykAAJeSBXg0M7EGWfLht17PgvB2nsmmnrxSj65AHPipn8K1VF7J+/z085qAWxrrWN/RelhXQn5acKGV77oI/cXDBVrh8M5w7HrxvjsU88pg87Vz9lwks0n4OI/7Hkvl+BrjPj/BtmnxlHu476EkbmWiQisaqwloNW1XQrCY5fq4Oa86A8RL4SgDJMnTqoj1GmaztmkXi9HORFIKkLBdR8cGJGr5L2xJNrAI3OEld6qviq5ddQVKXxFO920LOBIL6C8B5TIw8zg+8dJrnXw1nnwX19WEXeEKRqui9UYmR57TehzXHn7gmnBYyMEBpgwHW0ph92qth/WmSW1XMrzO0nJ5S7H020mEdgEeytFfeHiWdK6dnMRrueKj1eprNTzBfFVO7RKhbGMAoMdpl5EQZmwy/v3M3XLcb1o/BeVvgis1wTg1qJdFMF+heXKGFQMVjCChuCUP0jszxUOr5ZgyPTSUcnkWqNThE/VQzWwtpasBrsQank6BNNA7RBPhRiEahWoIkkooSvgzZqJT7VtXbVyBT32WCLIZdEX9DloHPBCjHU1lk5hIkIfpGJz6hLnSxXCzNXapgUJzuRZdHzENeT1Q6wHOeN8UPXAsX7YCxNQhIupOXKXNE13OiVe73YY2qpzhSDgxQahTV+uYPsZr2q688vaYzHUA2wNmr/f22KQBYDbC4js7RiP7GssZTwDmS7Nns9ZtY19lLFnyTCpIKjt6JCd6J5efTVVnxz7VgdRsa++Frd8JXgqW7YT3sHIP6DhifkLqhZSRINJdCM4XkwSo3XFfhy9sXOLTG06wipVeIcxuwQ3dIVqN9CpSVEkRV8JE48qrroDQpmqWvCwBGAbh8SVblGi2LNuk7Eq0qh4h0Gov6HMVh2e8UXGhEuRRmES9gOe7hXxGTx0PODJ2gO2ijpnZYv0GWEENUY50yNgERF15wH9e+MuXic2D9KrkMd4JI5SsVhXqtAqqgOQ881hFXy+lcG3s5WS4MMDBAqWKVsEcmdpLuvPD4IsND6Ta/Sxh+5Q4ecGexenYvLsQySmqRIksQELa10rD0aVPWX3EhNJ0msD6B9gK098LD98Bd85BNQ7kJlQYk05DOQfuQ8DYfo0PrmR24GjgfAcmII5fitGnX9v+oAqyG0ogsDFNZBdEa8U9SlSCO18hVWYBSPaaVSFReH0GUhkBPsGUyJ9+50AB99xlsSKV44yYkKf4rETyus1CNPDCj5rc6iDcgay+qah8hYfutQMTk2s/wmtfGPHcnnLEJqqvJyzudQvHI7Ug8HI4F2jc+icCySBZZbgXNgQDKjHxFEjWOSkC281mwc0CjOMUpqOgLXGpf6O8cWkmEu5dYno0NIhVvn2pkGZCVSPxVJI3rSYLSVakJZy+KQr1DD3HQ8nwbqguyql8nlnhJ28HhCiSBkZNmEFegXoWsAdEcjLWkcrcLlbvTZwEvBnbB4kqyD5O78jQ1a9G8tq8yVNZCaZ0UaawDbgxcyCnxVXC1AIQ1Ge0OMefTAH7VEF/3nRBnccK2JxOyeuaDpewkxO9TKTuuzIHtwFWZLNS9z5MjW4KEp8rAOERnAOfC+BUQe2gdBt+UKE0yTql0N8+95gDPuRx2bkYmjLHwmE6AX7AIBnor+32fmZfOqS6T3+xdkM8b6qc3WBaHV4Z4iqeWGXcDAZQJQizXytsJwp/c/bwXElYjGEyx5vFSZnEvEnkvRm/WZ9+VSEJOVFzUvMJ5LOCov7INHHDMrLmYRljStFoJAyaTeoeRh6QDrQWJeicJLLh8QosT8Wl2WpC1BXfSVm7JzkzAeBMmZoWTmS7A/U+D+BpEyVpAlCtts4bLm+Tlosp6ryqQTkKtLPSfclMcZ9WdwcwOGeFpWXyUHimLkwRdIUsEKONMAjoVoBUJh7JiDM5OJOa78+KjjDJoNyFr5X5TEKLvs4B/L8t1LD64GrABqpfB6NmyvsNcO2i4gXqQSfj+rPP/lVc8t8W56yFZA0mIcNdOcH+3XiC7KpHtsrb6Z4eccZWVYD64YB7YD34NbJw4PcHS6jJK9T8MHPLwQD+qbJCBAErlbdkVlu+nytQFx/BETgQl58ki/ShDum3KMRPt4nA2wUhjjqwqIFmtCdClqSS0NBagEYvJ3ckEMJNEMChpybtPAhaF94UWrJqD1jw8UIXKGIxNQOsaZEH2KUR7apAz1gPtsSv4VYqCtliV8GtpAkpnAJPgRsAHNM2CP9KFrBy1HbuMqmKnCM5fF0t0vJ+aXwuBmiyDSib3bxwpdbUrhlubkG6A6EqoXAHRWujMw/QcuedvH4s1svwY9fEvcM21j3H+2TCxGpgIgUzXu6WnSmw7XBkenhILY9vq0xMs1XrVZesOeHh4Hh6+f+nfDQxQ6pjWxQKmo8101l1+Stu1rKiNUpyeVyLH43ctUmRUdJpUjVLbp1okdLO858CvuYR2Okm5MUdsALAaQ6MjwNduQbsD7bZYkHHYJ26HV4jCZYkwbdI21DIJILdK4BpQ7sDMCxFNbD85GX62Lmu1UhUTOENM3VIqqmmSCPhFYxCtksBNNCn+yVIdkrpcYBToQb4s2ThHPJdgQ0aJHNsjgJp0gjsxE5M7inPfZRQ0TleVRbXTWLRPnc3HgSuAxxtwYBsRV5MlE5AGM95V5VpoIkNzrdwAt5ddV+zmWZfAWZuhtFqOdaKyYSzZoZ+ocWGTKPvGFyNRrl0EC024+yD47bD1jDCPnYA2P5Gi15eQg+QCErPrHIb774WvLFMWamCAUtX+hJDvsGoEdo4f3UHg5D614wHKE3HuXtt0tvF0A2pm/s8Q5SYB5ss0/CpqyWMCdIl0oCSFdiM3xTtprk3GMbJOdDvXLheBsiM4UWnA7Cis3gvr98FD14I/ZxswCU97Bkw8B1aXYd02WHumaGFOuYYNcAvQmILWjDhHo/ugcktI3VIOUwpZBerjSGpRKQRujEThf50s0kCrjgjJ7U4AsuzFNI9SMdmzKAdLqqJ1ulLOX9ORkwBXpnDbfrJH9sqNUZXda4kJ1SzPBBJGN3yVZ1x+kO3rBfsbk7AqoOSJ6kaqG/cbDuryVcVEb5GK/W0UifaYObktzRhuug2mzoGLzzaV0QcIMa0eoUqYZoC1vfgk90zBzd+GTz02wh2NHyUsCttTBgIoi+KBeM1FcM5pMF0NsliHk4KkWqILCPcjLTG36kzGkzvJvIBgqS2B40bJuGFDSqNPxdyOOwKQnY6Ao2+JGy8NkfBOBJOz0D5/Bws/8Vz81a+EnVdBtDloabZ6Rx9ZFV4gkWcycYQmj0B0G/hbJQwfl6E8EkBSPXB9ju2dIDqgS9WJ1qc0+WaPH4WomAugq3Steri/G4DJe2D0Opi5GhlWSgNSnk9ZHkj0FTY+49ucc0HGuo0wu05crutdPpcBRxgMxzIMTvTQWfTtlSQafuP10DgAlz1NltV1dkdrwSzXEP3e99h2jO1Ud55HrCBVwNrAgQQe2Qtfug0+uXcdDz/0brJ9b2LggdKa3or6lcqzxHG/UnkiAbVX+NAWZChOX8Xevjg1k0/bCUe22XIe1Y/YL4XRhig15Tg1L8v2tjaW3dcDzRKz685kUwsWAg5UVDs0ypn3IUgDHKpBuQ1nzMLhkpjoIEyd+rxjfsMYXPt64it+hIXzzseXtnLceXgu3DxXhur54M8HXgWlxyA+DP56KO0BPwrxBLAgwZ4SEDUlUkLKos1fmoM0aLBZGdJRoR2VY6EQZanMBOWq+BxSRGOlJMCql+KQTrsxg/kbYc5DdmnYuBo4RFhgGZikvGqKXZfex+aNUNokAfuay2scqLJqa3haHXmld1D3s0EcyOdJVYxV89T9bPdZHJdegLHlYLYctNCKMCRuugUeeQSe+1zYulEi43jh2XYlTuhcUbTAbLBWEa447I+i22h5XT1dy4nhMBsJsaK6APfvhi8/AJ+5/RIeevj38I+9DOaWZtcMBFBCt8KTAdW144PlLS5GuPv5Ca15Www1Wlkuum3Bth91QX0Wmr1ie73mdqs5rvxEjSrriGyVSNOLoF2iWUtxTr5qB1fe4oDLgu8yg02JmN1zkcRixlKoTTumzz2b5o++CZ72Whg7l3n3RFU2VO5MHdy5UPPgL4RsChr3QP364EM4A+IalA+HqHOKENArEp5fvMeRcJuoQNQQKlEcaAmuLDcvy8TudGHWsRNVCfFXrpmB6l3QGkPUzL1yTM6F2iREnnVnP8oFOxpMTMpuk+XwGMJhVPPR+94hZ2fCyjxMFnesOV2ch4umtr575Lku5jF5ceHWYxhvQKsRFPmWfH/jbnhkDzzvInj6xcKYWKwPan3l5cL/kBcdtQaGJjfpjKGoZycn23BnhoiHjhPGhrrBGw5mEujMwh3fhn+8t8LND1/DwTt/B+afKVSO/rX0gAECSiseSM5iaW/0ULrFdsCYnMOjvUVVFtVQlYM96/DTFxC3K3RIiSLoeOiURCGzQBknwp1cPS8TcLMMm/Y7Dm7dzsxP/ASc/2NQ3c7Jf3BOVLNoDMa3gN8Jyb1QuQPSebG9opL4GfGQjYJfjYzSY+Rj6eDWSmpNJDlnchqSMUjWyw5uFHwd4k0w9iDrz7mJjZvk9K0QyFf3aZVuMFO2lN7Nox2sRTzR7Bs1QpaV4LrVCSF1MFeDdl2oXu0YOgk4B1MPwRduh9al8MyLYVIvarFoCd0qs16UkqZrENaEy60tzQQlfKfgqWWNtBZBANk0Ez96M5KYXBV43MFjCczsgQfvho/tG+Xm+3+O+Pq3w/RaqUw9Dcut8TFQQKkTdBtIz2Dw/ZPFAAksHUa0M2kvF539vt/59Lg6inTaV+1RtUw7m+t3qmXqKEmAlsM1t5DGZZJg3ZaCQuVLRjvxYnE2Y2jU4OzHYeGMSR796R8nu/DnoHpO0LZOoTgQX+KZUNkK6ZnIQiJ3QroK3AyQClk99d33OkvzcH6aslgdxIr3wo2xzzconNQRTuh5C3D9bnA7wa9DAlMN4AJKq7/AlnPmGFsLjVGYiSTQP488Cl2WFljMDlel6njvbFHLVG+Mdh2dLpQ2o3Oqc+KrTstifq9ti9difB7G21JMZaQGIzugHmJf5TuRicNGlBTkIAdGbYjSwvSCQ9ap1BdlkUvrSvlvvPmclYTdlTjxmcdOtN5OAve1YM8euOUB+JfpHTxy12/iv/3DcKguF/ooolQsE0UbCKBUU0BTfDvIpH/aAKU1s5Wa08vctmZ0r55/NECpWmJaeOn2xPyvNewWw37kMYsESMZJ44jYycDoeJmZs0IbI2DbggRt7nvxc0le9Nuw5nkhWj1IEkzm0vnAWdC5BZoPQKUN5TmJREVOwFIl84EEmsrnXkAJoraEUyxqRwoEdYQBNHYXJM+HZgX8BihNQbaX0TNupr45Y74u+5ZKQiVVYHIcWWNInRddfMbjuzNdjDEde+oG127U8dKuiRZMTIPfC+OPwvg+8UW7BqKQt/L5adENpGpwRA5+ts9m5ntrYqtMkJfxrIbvRo2LOArAWJa6J2lZPqcBKBseDkzB/hn4xn745kH4xiO72H/rB2HfZeIz0nEKLD3oRAYGKNU3o/dxsTr3SqJmT1SjBul8XdoP+Q0r/s6CsQ3oKFAqrW+OXK1oZKSxl/4dhcGSSYe0SoHLYG99hLk3/CQ87b9AaQ2DPZs5qR40ehWkW4Q1X90T0MHYbkfICh9+VPhcQpBv2xw8+jiMPw+as+AfBL7A5q3fwm2B2QmoVKS2sEZmFS9C1ujiS0+h+2jA/Vjveq/u0mvDeAqrDsPkbih9C6nhUWcxx7/LhVNBnJraYF1cidBQa/Ho8iRqXutko4AIcBBcDalBWhdFvlWDdgnikmiOKdCsCnimTig/cUlcz7MxPL4HvrMHdk877lr4Pvbf9C44dAm5ZtMMja6SaxT9ZSCA0plXpFvSusxOR0GlPOFiPdzWNukUvu91n62Wqb+1Ue+lXGO9ot46/WvgRs+p/kj7fzts0w6pRT7VxFDgDEGe0uGU2jxQhrqXxcbqCTgPjAlVqDQPzW1nEr/xb2H9M8GdBitAL6pPDsbOBP8qaH8MSvfCwnmh003J96UyRNPCdeqkYmInWU4UTRPxPZTIC5TbQa+vDDjTw+znYP8cpPuAGVylRnxmm3QCGuOSLlqOZL7S7HAtR6dFkK27zlqwxyOhmL3UUiD3xqTI8167AJUHwN0C5XvA7ScPzEyQr3Spi+u4cMDYNE7BEbqdoTqZKNrrNtWU7HhrI4SB4GKqVkM9kzLMVGCqLiZ2BCx0QsCmLfPSwTm4bwri/fDl6Pkcuu3d4uvgW8BDyHqaOohV3V26Pw8EUNpot9MtSWewqprbh9hr8llqqrY+rZUoK/YcNrqq24v8DWuG6+DVItpqatt33R5AM6nAgUj4kyUvc5TzUEthKoVVU7Bw2dPpvPbPYfSKU++LPBrRe16OYNUaaP4IHPwmVP8ZFkYDwEXCsPdzxvT2osok4d26WIqfrfqXEdb13QvxlxEiqKe6eh/JdpivQ2tUTpk5FpfVUJywXpR+3f94dHjFKAXICcRUrTegei+4W8E9iGRczpKv9lcKP9LJXktv6j2w4GjF9nfVMhUsrbVo6XbWL9BBqtyFws2lOpxRgrH98FgLHnJwYBXMd4BDcGABpmagMQ03Z+PsvfdsSP4c+CZSG286NHQkXITyk5YObw0MUOo4X7yvzax7neqT2ZjiZ/vuWRoUlzv20Zr0FhiLQFv0ScaItqMapTp9Y7NPi9zRrt9X5igfzhiPoTEmc9RsLEtjr+/A3le8DP/890J9O4NtavcRZz6UxmDyCqkJN/Nt6DTFIadM6jQR36XyYlIENJMAnkU/crGPqFk0CeyZQ4bYatKJw7TWwMIIzFZhtcsfn/WQVMgXlVTmkeU7Hq/Uw3EaBApNAqvuB24TkGSBnKu0hpyDryBpI9LqL9B+bSfwIspbC0sB0tPtv1Sg1YnIJko0ZF8Xy/axDM6LYO0M3LQP7kpgTyxZYFMZLNTgofhsSF4P/AVwFzAF7unwvJ+GNd8Fo2dCaxIe/g48+nXY97N979vAAKUqQ4teo1me+DG5HHBZ5FY0PwLRj0JsZ+n3/aJDMGxTTTDMrosTn9pNNurdNvtYYnlitrdZ7HS6Tq1PH8AtxMyXxYSZmJOivOl4xN6Xvwz/og9CZf0xXPAAShVZ1rD8KpipQXI9VPYgFJ510Nkn5ZCSBFodecWdkK/Zye+jDZ7ZyUyV7fXAgwm0xd5M1nhRXurQaokl2CSfw7S2kA0Cq/9yjLzC5fGIR3Cw6qVSfWkPcBO4GxAeYRpOZE1h3aZobdkaer3WurHuKOg9Top+dH1Fhd+olq4arNEy8ZK2v24UrhmFzfvgw4/CA4fhvhr4WUgWKsClwLWhQf8O/jlw0xbYfglsnYBLHex4OpSeBn9wGgClZbc4oLw31EG0veNkKjP9HvATKTr47Lli87/1TWpwRv2SFigX66CRg6S+1ObqIGsypAlp6QscqsXEZTFzVjVgLirRfOn3kb3kfVBZ80Re9cmTRWe4g3oFNr4UHl4Pnb+B7BDEowb8vPgovWqSqlXSn52g9nIbQbf1iH3INKwTKmfFQakF2Vh38FKVKFX6LTdbA8ca9zgu8RBNQelGcF8DHggHrpMXYV8g1/Z0/Gk4vpc1ZcPmFBpqL7D4W8tZ6rddAaFS2Bba5FpQacLT1kom/X9vwpcOwv42wB3Av0Hp9ZCOIx3+36HzWtidwb0x3F2GKyPJIV1CBsbZdISidiATovAx8oF7ii+8em3rB4ZFE+uJEh0dWslYb4r1TypIWtBrFbYpaHbIi9foK0a0ynmgmRIl91Ge8xAK7R6IYfp1l9N+9Xuh+iQBSSsOYXpPVGHr04FLIZmHeBopf5SKAxHCvQ+f1RqwPkprIehnjROMgtzUadyE+H0jJ1mSaZT/3PoobTzOGg/WyOjVZZfq1gmBCRXD2Deh/GFwf4fgiIqa156c06h+RNXsrG9RxVpZkfm+uK+9Z9YRq8fuJ8VJSS2sNtJ/Qw1WNw9rq/AbT4P/s13Wb4poA78Fpe+Aez3wS/KD9BcgekwasO8O+GwDPr/0wB4YoLQUKwDmHpYZXfO5TpQ2qWZqr/xo+/CKv2mQR4ttD+z3sqTQpfazGl+r8Btto+4D+Uiyv7cjTB1cc4hm0AjHnUfcGU1kYj0UftvOqM0dhgWoxTA5B8mLng+v/DupJP5kFTUjx+uw4Qche45ENToJxDPQrsr3cSaf22VBGwWFJnJPNfqrADATvlt0BNZhZAJ/vmjr+zx0qpJmZx/LPN24oS4+JbGo209PVXxBN2br/x0k/TxugfsUuPciS+826a4irxqg2vuB5L0Y/SlO3CrWN+nMb4p9XC9AgVfHj/bxIhhqn2+S+00tR9MQzhc13wxG5+Cl4/Cls+HHJ2GEh6HzFvBfBl4JfFAaEf+unNhfAI098J1DLCUDA5RFcc1bYDbNV/w8XrG2zXJTsn249vcr0SbVDFFfYJOl/ZLqnFWtT0HQ+nCs71HfrcljQbmoabbNu446dcjPAe2UTnqIVh0m90HzWbtI3/xXUN/GaRm4OVqpONi0Glb/CLBWyHoLJZgvQ7ME2TzETQHQdprfS4tSlkWwqMIhGmWpAV6SojMnFnyMJAHZedA+Qvsole2pGGGxxb6KySUeie92PKw6BLWPAh9FaoEGLWzR36gETrXxLUiupAsUT9xPvbWA2kaKNxdN86Ll1svS66U4mahXlMG2FP5wE7x7EjbxTeCnkBniSuDdwC3A+5AlQ3YgU1V/GRigLN6H8oE9cGOaz2jHa/LaB2VvfnFqLpq1FriK7dD9izy6pYIrvfZTs8eay4bn2FPDjM33LfMqgmrbfKfmtvLi5oHmPpKkQTQPh7evpvUzfwTj53DS1kk9laIDrurgvDNhy9uguQaSgxAfhFYWUlRCUnPbd/Mmi89fQUCf3xiSxhItQBp4f3HoWol4lto+f6zaBZrk86Y+6nm6Xc8WWLVLaFB6IWwf9TD+CETvA/fxcIAx8qwXNY8L6YOL/ki9HjgSmHr5EXv5MG0ASF8ZogCtYTHA1ZVT2WusW01UxY5l1S5XyXFdFSY68HMZvGcCLqk8CPwcApAvAX4L+D/A3yHFTnb0OGkuAxHMge77kwHN9jR85wGILzpxNCFrv+j/SZ/9IPfZaAOLUuTU6Tbt9aq59YoY6oPvZfbr9uK5bEaE9UVak10BtKhlqpmo2mgbGaXVmxibPcxoXOXA234bznrpUwMkVfS5jDrY/nR46AWw74sCbs01EuBpLSBVQeh+ZlaT1G1637VflJDSO5EUFInb0ExYTCdvl/I1HDvkuKVdr41gSmDFsJbucQJ5PYkIMeNTYHUGpQfBvQ+4MfxwnWm/5RypPxLzrtdju4L9rKis+9jMGtt/i6qYgqrem3bhu35SIp+AFLWK40VdBiPISiERlBfge8twdgTvnPsWX8h+HM+Hgdcjd+23kKU1X7TEyQcIKItS5iDx3XfB9EUy8+gsdDIoQ/qQl6IB2YejmirkA8Waz8pbtJk5SqtQFQG6NVcLlAroavJZ8FagbNLNnbTqSRsBSV20K0VGVMlDcgfNTkr7B18LL3jzUwskVTT4sCqCC14LU1+HqY8JK7xREqqQ2srQ7Te2n3XSVYqNBdIkBM1b0EggbkBnXFax7ETybudTyDFFPy9wJO5oESjL357IoHQ/uL9B6IN1RNMaI+9beqJ+Efwquc2vDVjOqrMaqEov91XRvD4esdQkyO934JM7pIDHZU34vxH8gr+Dj/mfxfNexGdZA/4UfLvX0RdlxUDpnCsBNwOPee9f4ZxbC/wdcBZSlfT13vvDYd93Am8Ozf957/1nlzp2r2cwhmfmWwfw+7zM9seSpWMPaqk3RWJr8eS9zAfdrrOwjT5ZP4v1IervNBBTLAOjD9gOQOsnxeyv2qEv/K6XSa6mtgVMGxCa13Z7qNxFdubZZD/9HiiP8pSWMeCs1fD4G2DP5/ISNH5egjo6MVqt3bpTOuQkaXWJeAR0GgKSnXaw5GvBmo+g6fJyaxqnKJvPaphoHRM7FErk8U6AegbV74D7ewQkJ8nzFWPyEmUKlHo9FrxUQ6yHbdaygiO1zOL/tv8WmQH2PKpV2u1FLqX9nZ6naG3ZffVZaLtG5Dwuhc0J/EkTfPRVPh6/lZQPgHsZskDdf2QpORof5X9Cbr3KO4DPe+93Ap8P/+Ocuwh4A3Ax8DLgzwPILinFa58G/IMflbUkQx7yMVGFFFg0GqzR6yJdplck3D4AazYn5BrcXHipaassYus/KWp5NtBj/ZLFgafan/6W8P2COa+lBbXMcfW9CLCqdTaA+Ydh9Bvw5l+BLWc8JWI3fUUH1riDy6+GNa+A6QTiqmiTie92Ghb7kD4/7Qcz4X9N8+tAGorexvMwl8FCArNZ3n2sF0W7gbXy9bFbF/QCYhxMI0OlNiXRbe5DeJz10IbV5Da97esWgCB37WgfcuT+TBvkUa3UVv4pWk3QO7ij+1pUUEDt1wetG0CduPrMirig6nVi/g/rxZ9Rg99xntdUv4Ljp8DvA14IfKjPiUVWBJTOuW3Ay4H3m82vRmLthPfvM9s/4r1ve+8fAO4Hjm05xUMPwe37ZVaYp3v26XXzl5KlTOh+LytWxbeRZPWbFKUYFCoOMBtAKp63CLJ6jBY5GNuXHlf/b9AdxLHa5QxyH2c8cCM842x4+Q8zUNXkT5XowB+rw3f/Akxsgua0lEvT+6gTpE44NrJiJ0L934aq2ywm+MQtZPnfdiiA64+MwVmSg32fJZ8HdZ6c9rDjMNS+jKDmBkQrnET8k8VqXKph9hM7BpbrGkuZ2ysVtbaKVKFjEb1GrUoUlkB2kVTHOrcEvwO8tvQl4BcQruszljzkSjXKPwbeTrcSvdF7vwcgvG8I27cCj5j9Hg3b+ko/vIt4AK77tvSGWbpTxZYCSQs6qflNr9dSQGmBS182cGLbUjyeDdAoaNmB1Et7TArbbETbaopWG9XBu1DYHhfOZ6Pie4DRJqy6B976HpiY6HMjn6JSBXadB2e9EZotmG13A6TeY/sM7LtNANA+EELWaVsAst2GTgtZpC2VCHjsuzVJ2xW0q1nKrcWU8QRGvwLuZvIKP7acuUa0bfI45CN6Ka5y0eVUHD/Ffe3+KxVtU5FKZ9uqYsG+qBHbcataqxYAroCryK3Y6eB/ZvBKPg78KWQdlpJlfZTOuVcA+733tzjnXrDc/j0uS5tfPO5bgLf0+8Hiz279BOx+iQSmVBOzHu9eAR49m/YsyHtbcb9+0exe27TDq2mtPpai/1OPq8ex1JGlZmcdGdrJ1NSz/i5L/9HBqKa0dSuo2W0H7gw5jzLpwM+8CJ5+6VPb5C6KaiITEbzwJ+Eb/wjNb3YHa9RnZ2lavawH/U5/My9BnNa8rJfTbAiNs1MWPnunIvG1jss5lNqdrEKog3aE4ErMYMduYDf50h+QE98taFkFo2q+U2utFwvERsl7iVUQ1OxVuo+2xdN7XNlzwJGqW2S+t+Bn22qZLDpO7c3T49SAGFxHqvhviOA9xBxM/ytfX1zus7esRKN8LvAq59yDwEeAFznn/gbY55zbDBDe94f9HwW2m99vAx4vHtR7/5fe+8u895ctdf/ZfSNcPyMPtW2+sFSYozHBl5OiNqg+m6JGuHSQ7Mhj6sAqHqOo9RW1T9VgrCphX0V/mdV0rAmomToaOV+fwRufc+II/U9GOWcjnPdG6JR6PyvrV7ZAaX2WCiLBt5w1giYZy1ylZngSI+Uvg2apWKtGQtHtvHgaD74FI7c6KRG6lrwWrc1ggdxvp0rD0Y4ZBbu08K7f2fd+v1/J63jEKiN6LBtzsGBThh0Z/Em0wC5+acnDLguU3vt3eu+3ee/PQoI0X/DevxH4FPCmsNubgE+Gz58C3uCcqznnzgZ2Ikyu/udgifuTfAtuu1MeyBx5Z9QZS1P0rHlpNSntUSsNBKmpYju8+gb1XB2OHBAWqNQ3Zfl1RZPFksGtNqiDrtd1qe/R2mRts11Hl3ZejQIo0Vx9Uh54hYNdQ1Wyr2gQ48Wvhc6u3DmofWGObldIcdIqumUU5VJodqDdhFZTtMpmQyz8dhPaHZhKwHdgPoNSR8Aw8aHreZj3cDgcbjqFjXdDNB8qbuhk2KY7Z1vVUBs00cdv9zM+vS6xQRpVa+1+kXnZc9hybNXCq2K+X2lXtDnnNo3RiuUqq3/C5oWG37pU/JYXZ/CeRR5UbzkeHuXvAR91zr0ZWTL3dQDe+zuccx8F7kSG7tu890vC1NKTSAe+/GH4zhWwPQrZDnRHcpc6gKrk1jzudXLlMKoZBUeSyO1xrNmuDiVvjgPdfh37TqH91oSwJj7koKjmnmrRFiiLGkxm9kvJNUy94FXAm9YMTe7lpOTg6VvhglfCTXcKQo2Qp6XaZ1ekaNl+oJN8mAzjJrTmoF2BWgniCiy0oFKCyQTao7IoYOYDaboDc1VIPVwSywqYE14W89r4MGz6LLj1Sbd7JiVfV8JqWLZv6nYFEAs4RY2zqI1pP60i/Ski5+kmZv/l+pjddymt1LZbaU36bk16+731eVpAtqAZCzHgOcs086iA0nv/JeBL4fMh4MV99ns3klB5YuSRT8JX3gk/sFk6WwWZObU01FLRu66G9fhfO3rL/K+gYgngvXw3Kr2c2xaYtcMo0EE3eTwx++n5rFaimqW20/IlVRPtZYrHhd/qOV4APJshUC4nHihF8Mo3wHXvh87BXEvXrBLtIxYki0EOT07nmgI/DsmYRMDjqvgmowrMV6EauI6Hy/A9d8LOO6GUwJ1nwd1Pg7tH5ZGeEYFbgGd/EqLrge8J59EUHy2IaznD0PuZq5levPbi/xbILKd0ge64wfFKPxaJVWp6tXE5d4JquAZgnZePY8s0aWAzc7okfRw+9U/wvDcLjUUvtk1e0LOf6ANWLQy6TVN9KKoRKrhANzj26zjWqW+1TEu0tdqFtsNqlMX2W/Pf+pQUxIvRVWvG62/UsWXXNikBY07qAwx9k8tLhJizl10IW66Bgx/JuYVWg4Jubb6XqLvFi1ndboupndQgSyTAkM3BnhGodeCie+EFvw37vwD7K/Di58EzXgD/96dgo4e4BNsfhNV/jyzE5RAq0CFywnix/+p2nbiLZrPuZyf9pQAw6/FbWH4CPhZfpAVpa1pbv2lxctJgq2qWEfm64MY9sBJ94fQAShK4431w62vhpaulU44gjhrtJP1Eb6Cd5dtmm2p4vUx0OxsXZ2b93pq5CrRFl4CN1luOR3GGtOdSUNROYKPbRQqKvifmvUHur0oJpoaHXRlcWRpqk0cjExX47tfATR+TdBp1/egzgeUH/gJ5rn0bOrPQrMFoXTTKOhC14cEajDTh+74C85+FDy3ADcBLPg8/eRBeloIrgXOw6UYo3QZcRgD1cC4FBPXla/s8Ry4NC90+QpvVotHj4v4WmCyQrjRItNSEspwU22NN/aJ4cqVKx4Cmlxatv2XafJoAJULR+Ng/w9k/BGe57oyBldz0jG56hz5s65tc6mZZUCtSgOwsZ81pBVdbA0t9SP18lDaiGJv/rS/SkstttoiNcs+QU6O0XRPAayPJ0hjKyiVy8NLnwHvPgIU98syWK59XlDnE8TgDjEFahWYdGhUpXuS9rIC5MAnUoP64VBp6K5Ij/LkZaF4Hl3xNlnIAcKolaTRbwdj2xSLHcCnpBzbWh2gVBnv84ng6WbJS0FXAVPqUjk8F0aVplINTZm15ieGWP4ebZyXz4HFEq5zjSN6apWtYs9WayNBtgljHs6UFKfjYII7dX4HaUkaUorNAKGVGN6WnSEK3bdP227Jo0+TVXTVFTgHSmh563fPk4FsP7azEsPbD8Oq50+qpD4REwM6NsOvlcq+PFiQhD6gdZFHTT2OhBcUtaMUw5WHkIJQPQqMpFbvbwGQE3+ugHcHHEiGoOx3kZfJiFxqJ17Fgl29Q4rVqlMW6A9Adpa4h42uk8Bv7fY18nV07qUN38KTX/dR0yJVaNsU2K2irO6EY2NHIfHGs21RMu7zEMnJ6DZnWDfCJD8N+LzPzQeQirW9OOY86uyp9w9Jqijev6LOxHMpixk0vcLV+yqIP0W6zBHH7spk4Viu09CHVIO2xLTWpSDPSDtNG1JXaF+Hyr8KmsaHZfSxSrsA1r2JxDYejFY9MdjrhNSBpQ7Mpr3YLOjFU5iVzZ/cmSC+ErWvgVWvgBWUojUvt3blwuMWo81ZydoOazNbqUaqapQXZKLMV278VUCz1p/i9JZb7Hsfp1deW+q6f9PqNnk/BzwJzr+MXx7uN+i9TjeL0AkoSuOt/wOcfFP/kPXRrbapZdfq8rD/DdiKr0dlXvwFRjABa8q31HSqIFXOzLYG8aE5b/qQFxiLBuUg8b5JXd7VZDh6IGrD6PfCyHTB6LGWYnuKifeHy82F08tiPo0nas8AcZPPQnIdGKJThW5A2YSaG6y6GG86F1nro1MBNwGNPg8rFApZd9bhDxgnz5H7wYr+04AndwFYcB1aZsAHHY/Ur9pMTZaKr9ljUOO33/X6nGukywc3Tx0epku6Gf3wP7PgDeGZJltnUyqUJeTpTkWLQyx9p/YM2wNOrQ9gOplqgfrYVg2yybi/N1Gp61sekQQGrgRa5kurfVBC2VKF5s09Xm9sw/i8w+mU4793HVq7uqS5l5J5vPxt2PAPu+OKxHSdGJvj1iLk8CnEoszZSgmYKtRqkC/DtM+CvXwH/vhrWPw7tTXDg+2HNPPzvn4HSAfgxoDKBmMfqchmlm+EBudYH3WNjKTXJ/t4Gd3oxNFYi1r9ZPM9KAbMYJC1uV43SWmrLaa46/p40wRwrB/4aPvcDcNbzpJOMITdFgzu9LtzOoDYwoxzDuMdv7G9b5rNqp47cTNYHrpqtgqb+tgiUlmirRQWL6XG+cL7U7GPNdNU0j+hAHir/Cu6dsO274Pzz+1zgUJaUCLnHI1U47/nHDpQg7qKJ8Aqc4E4JWh6iEWASVqeyXM99m+DON8HqGShVoDQBa8vw7Cvhq/8fvM7B6s3huDPk5rene9IsZqUUs1mKZjPk/kzoZnIUgfFoQe5YxXIn+3Ga+wWu+vlJi66EJeT0BEqm4PpfhvM+A1eshdR10xX6qeCYbTrDLUXvsKaJRsUscGmHVO3QgqPO6vpbGyXH7K8RyzZ5CbU23VFGO0P20yh75j7th8r7wN0H57wCzhjttdNQ+omdWNXve8VV8MkVqCD9pI1olXPAOFCGpArNKBgfVdiQSqGLkQgp9jsC0TxMzEDioLwPrgbGImAjYson5LQlDS7aAIaOh4wjQbIXUNrJV62tXtpZv9tQVEpOpSzli12hr/Q0BUqgcQv8w+/C6v8Gl1al861COp/mrkYcuTwd5n8LhNZ/YwM0ClTqFLKcSQugGoyxgGlN/cx89uQROcuJLGqcCoSqSUJ3mS+bvXOENIH/Ca1Py/Vcde1p55E+5aLPJyHXKnddCCPbofnwsR/3ELCXfJ2ZimiQUSqP6lBdquDFVUjmYWROuJZzZVg/DS+5Dy4CyjVy4rtOuJBzKi2VzXIrIe9/em3O/BZytw/kfc8CSlEx0W1L+fWP1/RWsW3vld2mwZ1eY059uDaC31fR6D7laSoZHPpf8MnLoP2DcEEkGecbED+NUhd68SOtGq/fa6dSLU+1CBuRhu7OZ+lGRaC0kWf7wCz4qlaolBPIQTE139kAU5E72e/e8I/An4LzUC7DxbW+d3IoS4iam9qH1myCVWuPDygTBCi1bkEEmYNWXbrtQuiHWQKuLjSi1EHmoTINZ7ZgZwncWsQ336IbBBQY7TVoX9G+rYBSHBvF8VC8Fyr2PMXATy/p993RgmTRvC76LZeKjvfSIpdiABg5jYESoAH3/DLUtsLa5wlz9xACNCPk/KqiFIFSgc1qfjZ10GYi2NlHNQ4FM+tXtL+LzDkUBBNzTj0OZruCaJEX2qY3+C9KBnwa+H+AGbkHO86DjZf2vYunXKz/y1KvTqXYwW81pckSrF0nQHc8ogR01QojSMZhwUPFi3ZJXT7HmYBkNYKJA7AlgfFxZFXFEcT0VtCy/nMFTwVEvadWu9Lrs1ZUMajZL3hS/LyUHI2P0vf43M//2Ou4x2LuL9PfTnOgBNgDd7wZmp+Aay6GC8hpNSPkmqWVxLwrWGnerg5U7ViW7gN5J1IHuQJkMdfb+g41EqfnsEBrtUoLpro9Nv8vS9HwwNeAn2VxJKfAtjWwcdVSPzy1kgH7EGL9BOJ3U7L0qRS9313P0sGOa+HOzx/fsVOkgusoohWOg3fQdhCXxRfZ8RAHJkfNya054zBMar9ZQB65cmjH6a4jUKS9WC3KJlX0AhbLHV5yYmZlRWn6md799rPnht5L4fazFo+WxqSmerv/Lk8CoATS++G+n4HKB6F2Fqx2uT9mHAFLO/MoUCoI6WAoApHNktHf2CCMFuYopihq59Vjl8gBNzHHLprsRZNco9+9zKAjJAP+FfgV4DHZ5BDzbvNlom0PonjE/3s/0uz1YfsWTj2Vqag1KfVs+8YTc/wm4i7SSXAtZB2YSyAdkRJs9XGoTsCIh7URjB2CcgaujIDsFHL/tH06YdsMFb2GopnZi1+pUir89lSLVS76Rb31ewvyJ6jtTw6gBOArcN/Pwaq/gIu3wxkuf9Btuq9UQbEY9daX1Q41KGM1OtU8tWNacrqaaWomq/ZpI9fWEW1J5NDNy2yzghlSG3078JvhPUgJAcpNF5967WwpmUfW8XkIud6NyNIfgwCUVrOJEGfhWrWXTwADewHRLFWD7gTvShzKrwFpTehB1RqMTElJNtaGNs3QXebM+ictnzIr7OPNPr2i3jZI00v0GP2ixr1oRCu9XVbpONrj2GCrTS6xxy4C6QrI9E8ioATiz8A33gbxX0jBVefEf1NFZl8V5URafplKQjdnstjxNNiiYAk5AEKuHRaDOxZ4be1L/axaqZrey82ci5IiK3T8MXBLvjlCTLpyBGevY6CRUqO0k8AaBqMEnD4v65te1NK2gxsHP3tiztVAXA8RAoAekgzcCLQXJMebBsytgvrBYBwshLYpJUgnc42ka6aK7X8Kfgqg2vd78QiXY0iohtcLUHuBmSomKxGrPRbN7OVM+A7dvy+2x8YO7Dh98ka9e4mH9j/BN38ZZn4XnnsO1J0Ahq0d2CYvRd9LNbd+xnDYLl+hpebo99asV+Ar+hVV02yR0zm0k2vUu5iPvqQ0gH8AfhGJYhmpIj7a0UnYsmMlBzt1MoasrDQBnIGY34PUM+1E1wHGtkJ1DNonCCgTZEKH3OfdhngimOE14bpXMzjUgkz73xjdmWialaNAqdqe1dBslW8FQwVXKysFtZMlvQI8/fY7WnN7BfsPUnc8QeIh/Xu4/0Fo/ilc/CxYHXVzK236YdE/YxUva7bYAheaDdNrlrSznk1ltDSfotapWuqK/SoeUUH+G/ABCpm/8lS1+vvoJJxx7nIHPLUyjqyspCTsyVPbHOBI08yTT3K1tVCpL+n8P2pJEDMauvpKxwkhfX9VuuZMG1IP3oPT/H7VDlVbjJBJ0iZJqNgqPAqUvRQGa44vhxJLRZ2tJmh9o0v18V4+06K/GPobSfY8xe29XsU295AnIVACePA3wqOvgen/ATteC2eUpLr3SNhFtbYimVZpFXYf3U81Sw2yaFTcPhBnftPp8TsFVxs8WgHhdfG6APgm8A7g8xzRG0oI2IwhYDlWhvERBlb0vq9GNMpSYfupFOvHTsgLlmTuiWlfikT+bcJCGbIUDkeQdkSjnCfMJRl5KSHN9+6QKwSqTVrzVcuLWfdGh/6mtiu8F6WXKVw0mYuAtRQxHbpdTpbMXjS9dZxa07rIc7b76TgrUv9WECx9kgKlymMw/7Nwz11w4KdhzWaYdLnGZQm3tjaevhdpPJBrgcpn7AeU0K156m/0ePaBrkg8onL8NfBXwG1H7hIhADmGgI5qFiMMBvD0E23boPZG1dLUD2j90ydaMuQxq/Y6CjSl+8wksL8hsZ+NSPR7MfCorhz1TSog9Es5LPoWlwLKIohYjma/a1gJZWg5seOul9hArLaxFwDbCU/fjzION6hd8wTKYUj+K+zfDQdfDyPXwJpRSXfUtTM6CHDqshIx3Z2gGCWzJHA1ya0fSH1DmpttzXDMfisS7S1fR8zsj9C3HHOFvJLSCHnp+/pKzzUUoDsSGhf+t1zbJ/L8WtyixeLzS9qwpyneaMXExX6nvm7lTlp2hbbZBnYy8nqS2mcx11WMZltLyW7rJVZjtJQkaxIXgapf9LyXua5ttONuKeCzVoF1hRWTSZaQpwBQgtyND0H277DwM9B8OcxeBKOV/OFoOpkGXDQ3FvqbF7ZepA3A2IHUb/ZaNm1KT/pt4G+Bv2HJdBAFxYp5r5MPhqGsXPTWa1/QCc9mvZwMDV25tKHKkG/Avnaent2zzW263RdqamsEXAFL/Zq6hozuX6Jb2yxmxFiTeiVifYC9zHFbwafI2yxGq1WWuvf9xqrlP6uWbOvUDoHSyqPAu8D/A8z+PMy/FNgoK+01yDU/W3lIQa/fDKhphick0mZ7yINIRPsDSIXiJU5QQky0McQ/WSVfbW65xdeG0lus5mVL2unE2PNxjCIPwKKMflbVTomyRxEJMuZ+Sj4/90xeysipQwqCntxUVg1SgdNO2M5sS8n7+FIKw0qlF1A6cl+pHUPWOlM/owXRojlut1ltdSkFwQLlUzPqvZx0wH8T+CXIrgB+DNpXQXsz/Rf56CEnNGtBDxID9wGfRDTIe1m2Z2rwZpwQ5SZP3TyaxdeGkj8GxTTLdFDtLkMKSGbnhB02AZcC5wPbEe9hldwHotybOSRSM4cwFr4F7m6pmZbOQXaQnCPWp21ezvgo4sacWGrfduF/2081CUJBU32w1mdv91eUWMnQsMpFcbul3ek5NeJuTete772+t2Z3ESh1jlLTuhcQ22MtI09BoAS5O1PAvwDXIR38xcCPAJeQr8i1hI113ABpHZ5TCFn8w8AXkZXTVnACJZWPIeCoflb1UQ6BcuViB6ECpfVB62AD6JQh/WkkrLIKAcu15DqeVpPW4ZUicepNCNpeBLwIaApQ+vth7DA0vwXJVxEXS+8Jsg3sJk/zhj49VDVhvSarxdmXapu60FaRrK376P5LZeukZt9eJHQbcLEuAOs/7XVMODL5wprlRRDV64Ru01qvxfopVyhPUaBU8cgMfydi3n4SeAbwdKQzX0FeoeF4S9oUPdmzwPXAx5BCFnvIk3ZXIGpuK+9QqyWNkwOmVqk+IVrvU0Cs5pKRm9mWzpUijylbQ87yttETVZGUi6MqaRlcFVwFvAdfAZ9Auy7Hmqsg5Xi/G7gV6Y+7Kfql4/DN48j0rsSvnj1T7XT1W1bNjv2ClXofbKDHlmhbCiiL2pwVC5S9zOh+3ElL++l1vH5929OdHmz3s6sCrNCV8BQHSispUqHgYeCfEI3gHAQwn4N04Bq5I1CRyHqji2qJ/n8I8TnuQbr5PQgX8gGOIIuvRLQggoJihVyJ0f9VuSlnMBfDppGhr3IlooNIAUYj3TH5o24CSQXYTP4wVpHbr8rRUls2hKN9ZAZsOHBWDr+tItWnI8SMnw7//wsCnA8tNnEqNPFx4ExWkPGpQKht1+wd/U6ze5LCdhsBhyMrpRfF0w24vc6vosOlyCooSj+A1M+99i9mUuk5vPl+RYVmchkCZU/RNIlvhtfHEY/QaHjfhHTRXeSDQT3kdURLfSy8FhDwfTxsP0qdvyg6LrU5RUqQapEa6ay0YGGKwUh3GVDRAacDS32SlnenA6uNzG2x/kiLQCpru0L+jBVZtDCqRQoFVYU5RanJcAIlxV6BpC19DrgDiHkU8VNuCmfVZJsl50HVsBQkbJVwG/m25qzO/8UK6CsJ6tgurvv20kZt9tvRAmUvP6iyTPTarOmtvtvltNEeMgTKFYkumK3yrfC+HE/hBIpDxuAY+ZIXo+QuMQVNjR1oHU4/DY17gbNObHueDFL0a9mlgTX7SpcX1u3z4f9F9FAgtLaqgqRFhn7Mb6tOqWmwlhwhtiAP/VVI+f6bOcAU3wYuI3fW9A3sFEUB3wKlNk89B9ANlDbqre+9une/Lr+UBqiA1c/0Xgoo1aDTScBOBnpsWxzbmvpHKUOgPC45Sc4/zSRSrVH9khrZVnO7TB5w1cIItGDuAEfaPkMBcse+AqEWPlHX4jzdpfY6wLSOypTcBWMXYdH/l7rfikLq37Sclho5z2sUsWpmgPOAEWK+wgMcJsYzH/Y+KrGAoeBY5PXaqLlSzPTS+slyAZlefktLz1kKfHsla9gubSlFloSv+x6lqV2UIVAOumiAZoI8YKPvanZXCi912o8gg3/uQK5FDKVbVGtRMNSXjY6qOd5G8Gq/0nh0dioV3m3UpJ+oNqr7a5jdEgxjBKnPRhaw3xsadgl3ch0P48mQNHl1KR71VKjXp7htNUltpkamV6IX9NrHZukU910JePXzfVp3gc1EssGpImH+GMV5f+pDos65A4gz7+CpbstRynqGbT4Zcjq2GU7Pdj+V27zDe39Gry8GAigBnHM3e+8vO9XtOBoZtvnkyOnYZjg92z1sc28ZZgEPZShDGcoyMgTKoQxlKENZRgYJKP/yVDfgGGTY5pMjp2Ob4fRs97DNPWRgfJRDGcpQhjKoMkga5VCGMpShDKSccqB0zr3MOXePc+5+59w7TnV7VJxzH3DO7XfO3W62rXXO/Ztz7r7wvsZ8985wDfc45156itq83Tn3RefcXc65O5xz/+k0aXfdOXejc+620O53nQ7tDu0oOee+6Zz79OnQZufcg865bzvnbnXO3Xw6tDm0Y7Vz7mPOubtD/77qpLbbe3/KXghDdzdSfaKKLARz0alsk2nb1cAzgdvNtv8XeEf4/A7g98Pni0Lbawg7eDdQOgVt3gw8M3yeQApaXnQatNsB4+FzBbgBuHLQ2x3a8ktICfpPnyZ95EFgfWHbQLc5tOWDwE+Gz1WEZ3/S2n3SL7hw8VcBnzX/vxN456lsU6F9ZxWA8h5gc/i8GbinV7uBzwJXDUD7Pwm85HRqN5Kz9w2kGsRAtxtZjfzzSHFJBcpBb3MvoBz0Nk8ipbbcqWr3qTa9twKPmP8fDdsGVTZ67/cAhPcNYfvAXYdz7iykuOYNnAbtDibsrUg13H/z3p8O7f5j4O10ZzgPeps98K/OuVucc28J2wa9zecgOZz/O7g53u+cG+MktvtUA2Wv1NTTMQw/UNfhnBtHFtz5Be/97FK79th2StrtvU+9909HtLTLnXOXLLH7KW+3c+4VwH7v/S0r/UmPbafiXj/Xe/9M4Frgbc65q5fYd1DaXEbcYH/hvX8Gku68VDzjhLf7VAPlo0ihZpVtSOHGQZV9zrnNAOF9f9g+MNfhnKsgIPkh7/0/hs0D324V7/008CXgZQx2u58LvMo59yCyhvCLnHN/w2C3Ge/94+F9P1Jo9XIGvM2hHY8GKwNkWYBnchLbfaqB8iZgp3PubOdcFXgD8KlT3Kal5FPAm8LnNyE+QN3+BudczTl3NlJp9caT3TjnnAP+CrjLe/+H5qtBb/cZzrnV4fMIcA1wNwPcbu/9O73327z3ZyH99gve+zcOcpudc2POuQn9DHwPcPsgtxnAe78XeMQ5d0HY9GJk/ZaT1+6T7Zjt4aj9XiQ6uxv49VPdHtOuDyNrN8TIDPVmYB3ivL8vvK81+/96uIZ7gGtPUZu/GzExvoWsH3BruL+D3u7vQooufgsZuL8Ztg90u01bXkAezBnYNiO+vtvC6w4db4PcZtOOpwM3hz7yCWDNyWz3MDNnKEMZylCWkVNteg9lKEMZysDLECiHMpShDGUZGQLlUIYylKEsI0OgHMpQhjKUZWQIlEMZylCGsowMgXIoQxnKUJaRIVAOZShDGcoyMgTKoQxlKENZRv5/ocllz5+wI1AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_files = ['balloons.jpg','happydog.jfif','sunflower.jpg','Woolsthorpe-Manor.jpg']\n",
    "\n",
    "img_batch = torch.zeros(len(img_files),3,480,640,dtype = torch.uint8)\n",
    "\n",
    "for i,f in enumerate(img_files):\n",
    "    img = np.array(Image.open(f).resize((640,480)))\n",
    "    img_tensor = torch.from_numpy(img)\n",
    "    img_tensor = img_tensor.permute(2,0,1)\n",
    "    img_batch[i] = img_tensor\n",
    "\n",
    "img_batch = img_batch.float() / 255.0\n",
    "mean = torch.tensor([0.485, 0.456, 0.406])\n",
    "std = torch.tensor([0.229, 0.224, 0.225])\n",
    "\n",
    "print('batch:',img_batch.size())\n",
    "print('mean:',mean.size())\n",
    "print('std:',std.size())\n",
    "\n",
    "mean_unsqueezed = mean.unsqueeze(dim = 1).unsqueeze(dim=1)\n",
    "std_unsqueezed = std.unsqueeze(dim = 1).unsqueeze(dim = 1)\n",
    "print(mean_unsqueezed.size())\n",
    "\n",
    "img_batch_normalized = (img_batch - mean_unsqueezed) / std_unsqueezed\n",
    "\n",
    "print(img_batch_normalized.shape)\n",
    "\n",
    "img_normalized = torch.split(img_batch_normalized,1,0)\n",
    "\n",
    "print(img_normalized[0].shape)\n",
    "\n",
    "img1 = [img.squeeze().permute(1,2,0) for img in img_normalized]\n",
    "\n",
    "for im in img1:\n",
    "    plt.imshow(im)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db7a41f9",
   "metadata": {},
   "source": [
    "# 3.使用Tensor编写神经元模型\n",
    "\n",
    "一个神经元模型可以用以下函数表示：\n",
    "$y = f(W^Tx+b)$.\n",
    "参数的更新规则为：$W=W + \\alpha \\delta x, b = b - \\alpha \\delta$,$\\delta$是某种误差，不同类型的神经元计算方式不一样。\n",
    "\n",
    "下面定义一个表示神经元的类Neuron，用来表示上述计算模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "52f5d37f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Neuron():\n",
    "    def __init__(self, in_features):\n",
    "        self.dim = in_features\n",
    "        self.W = torch.zeros((1,self.dim))\n",
    "        self.b = torch.zeros(1)\n",
    "        \n",
    "    def __sigmoid__(self, z):\n",
    "        return 1/(1 + torch.exp(-z))\n",
    "    \n",
    "    def __transfer__(self, x):\n",
    "        return self.W@x + self.b\n",
    "    \n",
    "    def __update__(self, dW,db,lr):\n",
    "        self.W = self.W + lr * dW\n",
    "        self.b = self.b + lr * db\n",
    "        \n",
    "    def __calc_loss__(self, Y,rho):\n",
    "        loss = -torch.log(rho[Y==1]).sum() - torch.log(1 - rho[Y==0]).sum()\n",
    "        loss = loss / Y.shape[0]\n",
    "        return loss\n",
    "    \n",
    "    def __backward__(self,Y,rho):\n",
    "        err = Y - rho\n",
    "        dW = err @ X.T/Y.shape[0]\n",
    "        db = err.mean()\n",
    "        return dW,db\n",
    "        \n",
    "    def predict(self, x):\n",
    "        z = self.__transfer__(x)\n",
    "        rho = self.__sigmoid__(z)\n",
    "        return rho\n",
    "    \n",
    "    def fit(self, X,Y,max_iter=100,lr = 0.1):\n",
    "        n = X.shape[1]\n",
    "        assert(X.shape[0]==self.dim)\n",
    "        assert(n==Y.shape[0])\n",
    "        \n",
    "        for iter in range(max_iter):\n",
    "            rho = self.predict(X).squeeze()           \n",
    "            loss = self.__calc_loss__(Y,rho)\n",
    "            print('iter=',iter,',loss=',loss.item())            \n",
    "            dW,db = self.__backward__(Y,rho)\n",
    "            self.__update__(dW,db,lr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "cece1736",
   "metadata": {},
   "outputs": [],
   "source": [
    "def GenerateSamples(n):\n",
    "    x1 = torch.randn((2,n)) + 2\n",
    "    x2 = torch.randn((2,n)) - 2\n",
    "    y1 = torch.ones((n))\n",
    "    y2 = torch.zeros((n))\n",
    "    x = torch.cat((x1,x2),dim = 1)\n",
    "    y = torch.cat((y1,y2),dim = 0)\n",
    "    \n",
    "    return x,y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "753398ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 60])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2628272e4c0>]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X,Y = GenerateSamples(30)\n",
    "print(X.shape)\n",
    "plt.plot(X[0,Y==1],X[1,Y==1],'r+')\n",
    "plt.plot(X[0,Y==0],X[1,Y==0],'bo')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9fbbcf80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter= 0 ,loss= 0.6931470632553101\n",
      "iter= 1 ,loss= 0.04044296219944954\n",
      "iter= 2 ,loss= 0.03650878742337227\n",
      "iter= 3 ,loss= 0.03343881294131279\n",
      "iter= 4 ,loss= 0.030960161238908768\n",
      "iter= 5 ,loss= 0.028906572610139847\n",
      "iter= 6 ,loss= 0.02717035636305809\n",
      "iter= 7 ,loss= 0.025678228586912155\n",
      "iter= 8 ,loss= 0.02437853440642357\n",
      "iter= 9 ,loss= 0.023233624175190926\n",
      "iter= 10 ,loss= 0.0222153477370739\n",
      "iter= 11 ,loss= 0.02130221202969551\n",
      "iter= 12 ,loss= 0.020477470010519028\n",
      "iter= 13 ,loss= 0.01972789131104946\n",
      "iter= 14 ,loss= 0.019042806699872017\n",
      "iter= 15 ,loss= 0.01841358281672001\n",
      "iter= 16 ,loss= 0.017833106219768524\n",
      "iter= 17 ,loss= 0.01729542762041092\n",
      "iter= 18 ,loss= 0.016795605421066284\n",
      "iter= 19 ,loss= 0.01632947288453579\n",
      "iter= 20 ,loss= 0.015893416479229927\n",
      "iter= 21 ,loss= 0.015484394505620003\n",
      "iter= 22 ,loss= 0.015099762007594109\n",
      "iter= 23 ,loss= 0.014737192541360855\n",
      "iter= 24 ,loss= 0.01439471822232008\n",
      "iter= 25 ,loss= 0.014070546254515648\n",
      "iter= 26 ,loss= 0.01376314740628004\n",
      "iter= 27 ,loss= 0.013471138663589954\n",
      "iter= 28 ,loss= 0.013193285092711449\n",
      "iter= 29 ,loss= 0.01292850449681282\n",
      "iter= 30 ,loss= 0.012675833888351917\n",
      "iter= 31 ,loss= 0.012434377335011959\n",
      "iter= 32 ,loss= 0.012203346006572247\n",
      "iter= 33 ,loss= 0.011982043273746967\n",
      "iter= 34 ,loss= 0.0117697948589921\n",
      "iter= 35 ,loss= 0.011566025204956532\n",
      "iter= 36 ,loss= 0.011370186693966389\n",
      "iter= 37 ,loss= 0.011181803420186043\n",
      "iter= 38 ,loss= 0.011000421829521656\n",
      "iter= 39 ,loss= 0.010825621895492077\n",
      "iter= 40 ,loss= 0.010657024569809437\n",
      "iter= 41 ,loss= 0.010494286194443703\n",
      "iter= 42 ,loss= 0.01033708080649376\n",
      "iter= 43 ,loss= 0.010185107588768005\n",
      "iter= 44 ,loss= 0.010038088075816631\n",
      "iter= 45 ,loss= 0.009895795956254005\n",
      "iter= 46 ,loss= 0.009757948108017445\n",
      "iter= 47 ,loss= 0.009624357335269451\n",
      "iter= 48 ,loss= 0.009494787082076073\n",
      "iter= 49 ,loss= 0.009369066916406155\n",
      "iter= 50 ,loss= 0.009247006848454475\n",
      "iter= 51 ,loss= 0.009128456003963947\n",
      "iter= 52 ,loss= 0.009013230912387371\n",
      "iter= 53 ,loss= 0.008901188150048256\n",
      "iter= 54 ,loss= 0.008792207576334476\n",
      "iter= 55 ,loss= 0.008686133660376072\n",
      "iter= 56 ,loss= 0.008582866750657558\n",
      "iter= 57 ,loss= 0.008482269011437893\n",
      "iter= 58 ,loss= 0.00838423427194357\n",
      "iter= 59 ,loss= 0.008288679644465446\n",
      "iter= 60 ,loss= 0.008195487782359123\n",
      "iter= 61 ,loss= 0.00810457207262516\n",
      "iter= 62 ,loss= 0.008015845902264118\n",
      "iter= 63 ,loss= 0.007929221726953983\n",
      "iter= 64 ,loss= 0.00784462783485651\n",
      "iter= 65 ,loss= 0.007761980872601271\n",
      "iter= 66 ,loss= 0.007681229617446661\n",
      "iter= 67 ,loss= 0.007602281402796507\n",
      "iter= 68 ,loss= 0.0075250836089253426\n",
      "iter= 69 ,loss= 0.007449580356478691\n",
      "iter= 70 ,loss= 0.00737570459023118\n",
      "iter= 71 ,loss= 0.0073034148663282394\n",
      "iter= 72 ,loss= 0.007232645992189646\n",
      "iter= 73 ,loss= 0.0071633355692029\n",
      "iter= 74 ,loss= 0.007095459382981062\n",
      "iter= 75 ,loss= 0.0070289731957018375\n",
      "iter= 76 ,loss= 0.006963809952139854\n",
      "iter= 77 ,loss= 0.0068999528884887695\n",
      "iter= 78 ,loss= 0.0068373410031199455\n",
      "iter= 79 ,loss= 0.006775948219001293\n",
      "iter= 80 ,loss= 0.00671573169529438\n",
      "iter= 81 ,loss= 0.0066566551104187965\n",
      "iter= 82 ,loss= 0.006598685402423143\n",
      "iter= 83 ,loss= 0.006541803479194641\n",
      "iter= 84 ,loss= 0.00648596091195941\n",
      "iter= 85 ,loss= 0.006431137677282095\n",
      "iter= 86 ,loss= 0.006377301644533873\n",
      "iter= 87 ,loss= 0.006324420217424631\n",
      "iter= 88 ,loss= 0.006272466853260994\n",
      "iter= 89 ,loss= 0.00622143317013979\n",
      "iter= 90 ,loss= 0.0061712730675935745\n",
      "iter= 91 ,loss= 0.006121976766735315\n",
      "iter= 92 ,loss= 0.006073511205613613\n",
      "iter= 93 ,loss= 0.00602586567401886\n",
      "iter= 94 ,loss= 0.005979009438306093\n",
      "iter= 95 ,loss= 0.005932919681072235\n",
      "iter= 96 ,loss= 0.005887589417397976\n",
      "iter= 97 ,loss= 0.005842989310622215\n",
      "iter= 98 ,loss= 0.005799105856567621\n",
      "iter= 99 ,loss= 0.005755910649895668\n"
     ]
    }
   ],
   "source": [
    "cell = Neuron(2)\n",
    "\n",
    "cell.fit(X,Y,100,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "37c8ba12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x262827998e0>]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pU6cwePBgTJgwAcWLF9cdyzH5NfLgaMXlcbRCOaL7RK5t27bIyMhAeHg4Zs6cCT8/P2zdulVvKCKTY5HTH5hh93GpUqUwb948JCYmws3NDSEhIQgLC8OFCxd0R8s5HSMPK6z4IKfgaIX+wGzPzq9evYqoqChMnz4dTz75JGJiYtCxY0fdsXInN7/UqCj9T4vItDhaoYcy8+tljz32GN59913s3bsXnp6e6NSpE7p164ZffvlFdzTnMMNTIrIcFjlZ4q0NAwMDkZSUhAkTJmDVqlXw8vLCkiVLrHERLo48yMlY5GQZhQsXxpgxY5CamooaNWqgZ8+eaNeuHX788Ufd0R4tu0dEMz8lIktgkdMfWOHk0WazYefOnXj//feRmJgIm82GmJgY3LlzR3e0vLHCUyIyNRY5/YFVuqNQoUIYNGgQ0tPTERwcjIiICDRt2hTfffed7mhE+Y5FTpZWrVo1fPXVV/joo4+QlpYGf39/TJ061boX4bLCUyIyHRY5WZ6I4NVXX4XdbkebNm0wcuRIBAUF4eDBg7qj5Z5VnhKRqbDIyWU89dRT+Pzzz7Fy5UqcPHkSgYGBGDt2LC/CRS7PkCIXkdYickREjorIW0YckygvRAQvvvgi7HY7unfvjokTJyIgIAC7du3SHY3IaRwuchEpBOADAG0A2AC8LCI2R49L5Ihy5cph8eLF2LBhA37//Xc0atQIgwYNwuXLl3VHIzKcEWfk9QAcVUodU0rdALAcgMX2UJOrat26NdLT0zFgwADMnj0bvr6+2LRpk+5YRIYyosgrArh/R8bJe18jMoWSJUtizpw52LFjB4oUKYKWLVuiT58+OH/+vO5oRIYwosgli6/9ad+0iLwmIkkiknT27FkDbpYodxo1aoQDBw5g1KhR+OSTT2Cz2bBq1SrdsYgcZkSRnwRQ+b7PKwE4/eAPKaUWKKUClVKBnp6eBtwsUe4VLVoUkyZNwr59+1ChQgV07twZoaGhOHPmjO5oRHlmRJHvB/CsiFQTEQ8A3QCsMeC4RE5Tu3Zt7Nu3D5MmTcLatWths9mwePFia1yEi+gBDhe5UuoWgIEANgI4DOAzpVSGo8clcrbChQtj1KhROHDgALy8vNC7d2+0adMGJ06c0B2NKFcMWUeulFqvlKqhlHpGKfWOEcckyi81a9bEjh07MGfOHOzcuRPe3t6YO3eudS/CRQWOy+3szNzhzJ3OlBtubm4YOHAgMjIy0KhRI7z++ut47rnncOTIEd3RiLLlckWe+QYrfKMVyosqVapgw4YN+Pjjj2G32+Hv74/Jkyfj5s2buqMRPZTLFTmRo0QEvXr1gt1uR/v27fH2228jKCgIqampuqMRZcklijyrN1jJ/CffaIXyqkKFCli5ciU+//xznD59GnXr1sXbb7+Na9eu6Y5G9AeiY7lVYGCgSkpKcsqxM9+w3GzvBk/Wdv78eQwbNgyLFi1CjRo1EBcXh0aNGumORQWMiCQrpQIf/LpLnJETOdvjjz+Ojz76CBs3bsSNGzfQuHFjDBw4EL/99pvuaESuV+SZb7DCN1ohZ2jZsiXS0tLwxhtvYN68efDx8cHGjRt1x6ICzuWKnMsPydlKlCiBWbNmYefOnShWrBhat26NXr164dy5c7qjUQHlckVOlF8aNGiA1NRUjB49GsuWLYOXlxfi4+N1x6ICiEVOTpXVMyNXerZUtGhRTJw4Efv370elSpUQGhqKzp0746efftIdjQoQFjk5VVYbs1xxs1atWrWwd+9evPvuu9iwYQNsNhsWLVrEi3BRvmCRExnE3d0dI0aMwMGDB+Hr64s+ffqgZcuW+OGHH3RHIxfHIifDZbVB6/6P+7/mSmOWTDVq1EBiYiLmzZuHPXv2wMfHB7Nnz8bt27d1RyMX5XIbgshcstqYVZA2a/3nP/9BeHg4NmzYgPr16yMuLg5eXl66Y5FFcUMQkQZ//etfkZCQgE8//RRHjhxBrVq18M477/AiXGQoFjk5VVYbswraZi0RQY8ePXD48GF06tQJY8aMQWBgIJKTk3VHIxfBIs8DV5zrOourLz/MjfLly2PFihVYtWoVzp49i3r16mHkyJG4evWq7mhkcSzyPHDF5XOUfzp16gS73Y4+ffpg6tSp8Pf3x/bt23XHIgtjkRNpUKZMGcTGxmLz5s24desWmjRpgoiICFy6dEl3NLIgFnkOPWxJXUEdE5AxQkJCkJaWhiFDhmD+/Pnw8fHB+vXrdccii2GR51BU1N0lc5nL5jL/zCInRxUvXhzvvfcedu3ahZIlS6Jt27bo2bMnfv31V93RyCJY5EQmERwcjJSUFIwbNw7Lly+HzWbDihUruM2fssUiz4XMs29Hls/xDJ4epUiRIoiOjkZycjKqVKmCbt26oVOnTjh9+rTuaGRi3NmZC0bsSCxIuxrJMbdu3cKsWbMwZswYFClSBNOnT0ffvn0hmS/UUIHDnZ1EFuPu7o5hw4YhLS0NtWrVQlhYGFq0aIFjx47pjkYmwyLPhhGrVbjihRxRvXp1bN26FR9++CH2798PHx8fzJw5kxfhov/haCUXOFoh3U6ePInw8HAkJCQgKCgIcXFx8Pb21h2L8glHK0QuoFKlSli7di2WLVuG77//HgEBARg/fjxu3LihOxppxCLPBSMu9lTQLhiVUxwz5ZyI4OWXX4bdbkdoaCgiIyNRp04d7N+/X3c00oRFngtGlI2ZC0tnNl6/Jvc8PT2xdOlSrFmzBufPn0dwcDCGDx+OK1eu6I5G+YxFbjAzF3V2WKbW1L59e2RkZCAsLAwzZsyAn58fEhMTdceifMQiN5iRZWjlB4Wc4Goe45QuXRrz58/H1q1bAQDNmjVD//79cfHiRc3JKD+wyE0sP86QdZcpr19jrGbNmuHQoUMYPnw4Fi5cCG9vb6xbt053LHIyFrkBdJehI3ReDIyjHOcoVqwYpk2bhj179qBs2bJo3749unfvjrNnz+qORk7iUJGLyDQR+VZEDonIKhEpY1AuSzGyDPPyoGCFB4zscDWP8erWrYukpCRER0cjPj4eXl5eWLZsGS/C5YIcPSPfBMBHKeUH4DsAoxyP5JpyWrZ5eVAw6sw2t2Vq5AMVOYeHhwfGjRuH1NRUVK9eHa+88go6dOiAkydP6o5GBjJsZ6eIvADgRaXUK9n9rFV3duZEVFTWBZeXHZ05/Xd07RZ19Ha5yzV/3b59G7Nnz8bo0aPh7u6OadOmISwsDG5unLBaRX7s7OwDYMMjArwmIkkikuTKszojxxyPOkO28lye9ChUqBCGDBmC9PR01K1bF+Hh4QgJCcHRo0d1RyNHKaUe+QFgM4D0LD463vczowGswr0z/Ow+6tSpo/JbZGS+36SKjMwcjPzxw+gsgLHHexQj75OO/yZ01507d1RsbKwqVaqUKlq0qJo2bZq6efOm7liUDQBJKotOdXi0IiK9AIQDCFFK5WhLmY7Riu6n8Y7c/sPGNUYc2xG6f6fkuFOnTiEiIgJr1qxBYGAg4uLi4OfnpzsWPYRTRisi0hrASAAdclrilHvZvZjJFR+UVxUrVsTq1auxYsUKnDhxAnXq1EFkZCSuX7+uOxrlgqMz8rkASgLYJCIHRGS+AZkMY6Y5siuWrSvep4JIRPDSSy/h8OHD6NatG8aPH4/atWtjz549uqNRTmU1b3H2h44ZeX7OkY2Qm1m01e4bmVtCQoKqVKmSEhE1ZMgQdfnyZd2R6B44a0aeFwVxRu6I7LJb+b6ROV26dAlvvfUWYmJiUK1aNcTGxiIkJER3rAKvwL+xhKuNAZw9NuIyxoKtVKlSmDdvHr7++mu4u7ujRYsWCAsLw4ULF3RHoywUmDNyK9OxaoVn+ZTp6tWriI6OxvTp01G+fHnExMSgY8eOumMVSAX+jNzKeHZMOj322GOYMmUK9u7di/Lly6NTp07o2rUrfv75Z93R6B4WuQswamxkplU+ZD6Zbyc3ceJErF69GjabDUuWLOFFuEyAoxXKEkcr9CiHDx9G3759sXv3brRp0wbz58/HX//6V92xXB5HK5QtnpFTTnl5eWHHjh2YNWsWvv76a3h7eyMmJgZ37tzRHa1AYpGbVF4vEevobfIdeyinChUqhDfeeAPp6emoX78+IiIi0LRpU3z33Xe6oxU4li9yVy2ZvFxjnO+4QzpUq1YNGzduxKJFi5CWlgY/Pz+8++67uHXrlu5oBYbli9zo8nLVB4bccrV19+RcIoLevXvDbrfj+eefx1tvvYWgoCAcPHhQd7QCwfJFbjSdZ7V5fZs3Z8y1+YBGefHUU0/hiy++QHx8PE6dOoXAwECMGTMG165d0x3NpVly1UpUVNaFGxnpeAGZZbWGM99RiCg/nDt3DkOHDsXixYtRs2ZNxMXFoUGDBrpjWZpLrVox+kU5rtYgMl7ZsmXx8ccf48svv8SVK1fQqFEjDBo0CJcvX9YdzeVYssiN9uADQ2Sk/tUaeZlRc65NZtSqVSukp6djwIABmDNnDnx8fPDVV1/pjuVSLF/kziivR83J86vcdSw/JHKWkiVLYs6cOdi+fTuKFi2KVq1a4dVXX8X58+d1R3MJli9yo8sruwcGLvEjyrtGjRrhwIEDGDVqFD799FPYbDZ88cUXumNZnuWL3CiZc/LMouacnMg5ihYtikmTJmH//v2oUKECunTpghdffBFnzpzRHc2yWOT3POoFVL4YSmS8gIAA7Nu3D5MmTcK6detgs9mwePFiXoQrD1jkOZDfW9f5AEEFReHChTFq1CgcOHAANpsNvXv3Rps2bXDixAnd0SyFRZ4F3as/OIengqZmzZrYvn075s6di2+++Qbe3t6YO3cuL8KVQyzyLDzqjFh3yRO5Kjc3NwwYMADp6elo1KgRXn/9dTz33HP49ttvdUczvQJb5I5sHnIGzuGJ7qpSpQo2bNiAxYsXw263w9/fH5MmTcLNmzd1RzMtS27RN4KZt7ObORtRfvr5558xcOBAxMfHo1atWvjoo48QEBCgO5Y2LrVFn4gKhieffBIrV67E559/jjNnzqBu3boYNWoUL8L1gAJV5GYcX2R125zDE/1R586dYbfb8fe//x1TpkyBv78/du7cqTuWaXC0oplZchBZxaZNm/Daa6/h+PHjGDBgACZPnoySJUvqjpUvOFohIpfwt7/9DWlpaRg0aBDmzZsHHx8ffPnll7pjaVVgi1zn+MKMIx4iKylRogTef/99fPPNNyhevDjatGmDXr164b///a/uaFoU2NGKWXC0QuSY69evY+LEiZgyZQrKli2LDz74AF26dIFknim5EI5WiMglFSlSBBMmTEBSUhIqV66M0NBQdOnSBT/99JPuaPmGRa4ZV6gQGcPf3x979uzB1KlTsWHDBthsNixatKhAXISLRa4Z5+JExnF3d8ebb76JgwcPws/PD3369EHLli3xww8/6I7mVCxyInI5NWrUwLZt2xATE4O9e/fCx8cHs2bNwu3bt3VHcwpDilxEhouIEpEnjDgeEZGj3NzcEB4ejoyMDDRp0gSDBw9G48aNYbfbdUcznMNFLiKVAfwNwH8cj0NEZKzKlSsjISEBS5YswXfffYeAgABMnDjRpS7CZcQZ+UwAIwC4/isKRGRJIoJXXnkFdrsdL7zwAsaOHYvAwEAkJyfrjmYIh4pcRDoAOKWUOpiDn31NRJJEJOns2bOO3CwRUZ6UL18ey5cvx+rVq/Hrr7+iXr16GDlyJK5evao7mkOyLXIR2Swi6Vl8dAQwGsC4nNyQUmqBUipQKRXo6enpaG4iojzr2LEjMjIy0LdvX0ydOhX+/v74+uuvdcfKs2yLXCnVQinl8+AHgGMAqgE4KCLHAVQCkCIiFZwbmYjIcWXKlMGCBQuwZcsW3L59G02bNsU//vEPXLp0SXe0XMvzaEUplaaUKq+UqqqUqgrgJIDaSqkzhqUjInKy5s2b49ChQxg6dCgWLFgAb29vrF+/XnesXOE6ciIq8IoXL44ZM2Zg165dKFWqFNq2bYsePXrg119/1R0tRwwr8ntn5ta410REWQgKCkJKSgoiIyOxYsUK2Gw2rFixwvTb/HlGTkR0nyJFiiAqKgopKSmoWrUqunXrhk6dOuH06dO6oz0Ui5yIKAu+vr7YvXs3pk+fjk2bNsFms2HhwoWmPDtnkRMRPUShQoUwbNgwHDp0CAEBAQgLC0NISAi+//573dH+gEVORJSN6tWrY8uWLfjwww+RnJwMX19fvPfee6a5CBeLnIgoB9zc3PDaa68hIyMDISEhGDZsGBo0aID09HTd0VjkRES5UalSJaxZswbLli3DsWPHULt2bURHR+PGjRvaMrHIiYhySUTw8ssvw263IzQ0FFFRUahTpw7279+vJQ+LnIgojzw9PbF06VKsXbsW58+fR3BwMIYPH44rV67kaw4WORGRg9q1a4eMjAyEhYVhxowZ8PX1xbZt2/Lt9lnkREQGKF26NObPn49t27ZBRNC8eXP0798fFy9edPpts8iJiAzUtGlTHDp0CMOHD8fChQths9mwdu1ap94mi5yIyGDFihXDtGnTsGfPHpQrVw4dOnRA9+7d4aw31WGRExE5Sd26dZGUlITx48cjPj4eXl5eSExMNPx2WORERE7k4eGBsWPHIjU1FXXq1EH16tUNvw13w49IRER/4u3tjY0bNzrl2DwjJyKyOBY5EZHFsciJiCyORU5EZHEsciIii2ORExFZHIuciMjiWORERBYnOt4RWkTOAjiR7zecM08A+FV3iEdgPseYPR9g/ozM5xhH8lVRSnk++EUtRW5mIpKklArUneNhmM8xZs8HmD8j8znGGfk4WiEisjgWORGRxbHI/2yB7gDZYD7HmD0fYP6MzOcYw/NxRk5EZHE8IycisjgWORGRxbHIHyAiE0TkkIgcEJGvROQvujM9SESmici393KuEpEyujPdT0RCRSRDRO6IiGmWgYlIaxE5IiJHReQt3XkeJCIficgvIpKuO8uDRKSyiGwTkcP3/tsO0p3pQSJSVET2icjBexmjdWfKiogUEpFUEVln1DFZ5H82TSnlp5SqBWAdgHGa82RlEwAfpZQfgO8AjNKc50HpADoD2K47SCYRKQTgAwBtANgAvCwiNr2p/uRjAK11h3iIWwCGKaW8AAQDGGDC3991AM2VUv4AagFoLSLBeiNlaRCAw0YekEX+AKXUpfs+LQ7AdK8GK6W+UkrduvfpHgCVdOZ5kFLqsFLqiO4cD6gH4KhS6phS6gaA5QA6as70B0qp7QDO6c6RFaXUT0qplHt//g13i6ii3lR/pO66fO/Twvc+TPX3V0QqAWgLYKGRx2WRZ0FE3hGRHwG8AnOekd+vD4ANukNYQEUAP973+UmYrIisQkSqAggAsFdzlD+5N7Y4AOAXAJuUUmbL+D6AEQDuGHnQAlnkIrJZRNKz+OgIAEqp0UqpygCWAhhoxoz3fmY07j7lXWrGfCYjWXzNVGdrViAiJQB8DmDwA89eTUEpdfveWLQSgHoi4qM50v+ISDsAvyilko0+trvRB7QCpVSLHP7oMgAJACKdGCdL2WUUkV4A2gEIURo2A+Tid2gWJwFUvu/zSgBOa8piSSJSGHdLfKlS6gvdeR5FKXVBRBJx9zUHs7x43BBABxF5HkBRAKVEZIlSqoejBy6QZ+SPIiLP3vdpBwDf6sryMCLSGsBIAB2UUld057GI/QCeFZFqIuIBoBuANZozWYaICIA4AIeVUu/pzpMVEfHMXMElIo8BaAET/f1VSo1SSlVSSlXF3f//thpR4gCLPCtT7o0IDgFoibuvMJvNXAAlAWy6t0xyvu5A9xORF0TkJID6ABJEZKPuTPdeHB4IYCPuvlD3mVIqQ2+qPxKRfwLYDeD/ichJEemrO9N9GgLoCaD5vf/nDtw7szSTpwBsu/d3dz/uzsgNW+JnZtyiT0RkcTwjJyKyOBY5EZHFsciJiCyORU5EZHEsciIii2ORExFZHIuciMji/g884aCDAxbvzwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制分界面\n",
    "\n",
    "minx = torch.min(X,dim = 1)\n",
    "maxx = torch.max(X,dim = 1)\n",
    "\n",
    "w1,w2 = cell.W[0,0],cell.W[0,1]\n",
    "b = cell.b\n",
    "\n",
    "xs = torch.cat((minx[0],maxx[0]))\n",
    "ys = -(xs*w1+b)/w2\n",
    "\n",
    "plt.plot(X[0,Y==1],X[1,Y==1],'r+')\n",
    "plt.plot(X[0,Y==0],X[1,Y==0],'b+')\n",
    "plt.plot(xs,ys,'k-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "3a237835",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Acc =  1.0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#测试训练集预测效果\n",
    "Y_hat = torch.where(cell.predict(X).squeeze()>0.5,1,0)\n",
    "plt.plot(X[0,Y==1],X[1,Y==1],'r+')\n",
    "plt.plot(X[0,Y==0],X[1,Y==0],'b+')\n",
    "plt.plot(X[0,Y_hat==1],X[1,Y_hat==1],'ro',fillstyle='none')\n",
    "plt.plot(X[0,Y_hat==0],X[1,Y_hat==0],'bo',fillstyle='none')\n",
    "\n",
    "acc = torch.mean((Y_hat==Y).to(torch.float32)).item()\n",
    "print('Training Acc = ',acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "d6ebf7ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Acc =  0.9833333492279053\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#测试集预测效果\n",
    "X_test,Y_test = GenerateSamples(30)\n",
    "Y_hat = torch.where(cell.predict(X_test).squeeze()>0.5,1,0)\n",
    "\n",
    "plt.plot(X_test[0,Y_test==1],X_test[1,Y_test==1],'r+')\n",
    "plt.plot(X_test[0,Y_test==0],X_test[1,Y_test==0],'b+')\n",
    "plt.plot(X_test[0,Y_hat==1],X_test[1,Y_hat==1],'ro',fillstyle='none')\n",
    "plt.plot(X_test[0,Y_hat==0],X_test[1,Y_hat==0],'bo',fillstyle='none')\n",
    "\n",
    "acc = torch.mean((Y_hat==Y_test).to(torch.float32)).item()\n",
    "print('Test Acc = ',acc)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:root] *",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
